From 5e84daa5b84f7b3d1b869039c7b1b08ec864292e Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Wed, 15 Oct 2025 15:16:39 +0000
Subject: [PATCH 1/2] Initial plan


From 4c754a1850443f60e47b3fc98a06575a109604d0 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Wed, 15 Oct 2025 15:26:57 +0000
Subject: [PATCH 2/2] Add SEO-optimized meta descriptions to all podcast pages

Co-authored-by: alexeygrigorev <875246+alexeygrigorev@users.noreply.github.com>
---
 _podcast/_template.md                                         | 2 ++
 _podcast/s01e01-roles.md                                      | 4 ++++
 _podcast/s01e03-building-ds-team.md                           | 4 ++++
 _podcast/s01e04-standing-out-as-a-data-scientist.md           | 4 ++++
 _podcast/s02e02-developer-advocacy.md                         | 4 ++++
 _podcast/s02e04-mlops.md                                      | 4 ++++
 _podcast/s02e06-decision-optimization.md                      | 4 ++++
 _podcast/s02e07-abc-data-science.md                           | 4 ++++
 _podcast/s02e08-personal-branding.md                          | 4 ++++
 _podcast/s02e09-roles-skills-monetizing-ml.md                 | 4 ++++
 _podcast/s02e10-public-speaking.md                            | 4 ++++
 _podcast/s02e11-dataops.md                                    | 4 ++++
 _podcast/s02e12-communities.md                                | 4 ++++
 _podcast/s03e01-from-pm-to-ds.md                              | 4 ++++
 _podcast/s03e02-from-analytics-to-data-science.md             | 4 ++++
 _podcast/s03e03-data-observability.md                         | 4 ++++
 _podcast/s03e04-effective-communication-with-business.md      | 4 ++++
 _podcast/s03e04-interviewing-300-data-scientists.md           | 4 ++++
 _podcast/s03e06-from-physics-to-machine-learning.md           | 4 ++++
 _podcast/s03e07-market-yourself.md                            | 4 ++++
 _podcast/s03e08-data-led-professional.md                      | 4 ++++
 _podcast/s03e09-what-data-scientists-dont-mention.md          | 4 ++++
 _podcast/s03e10-data-governance.md                            | 4 ++++
 _podcast/s03e11-analytics-engineer.md                         | 4 ++++
 _podcast/s04e01-from-swe-to-ml.md                             | 4 ++++
 _podcast/s04e02-build-your-own-data-pipeline.md               | 4 ++++
 _podcast/s04e03-big-data-engineer-vs-data-scientist.md        | 4 ++++
 _podcast/s04e04-ml-startup.md                                 | 4 ++++
 _podcast/s04e05-running-from-complexity.md                    | 4 ++++
 _podcast/s04e06-humans-in-the-loop.md                         | 4 ++++
 _podcast/s04e07-launching-a-startup.md                        | 4 ++++
 _podcast/s04e08-freelancing.md                                | 4 ++++
 _podcast/s04e09-chief-data-officer.md                         | 4 ++++
 _podcast/s05e01-mastering-algorithms-and-data-structures.md   | 4 ++++
 _podcast/s05e02-data-engineering-acronyms.md                  | 4 ++++
 _podcast/s05e03-metrics-and-kpis.md                           | 4 ++++
 _podcast/s05e04-introducing-data-science-in-startups.md       | 4 ++++
 _podcast/s05e05-researchers-vs-engineers.md                   | 4 ++++
 _podcast/s05e06-building-and-leading-data-teams.md            | 4 ++++
 _podcast/s05e07-ml-vs-analytics.md                            | 4 ++++
 _podcast/s05e08-the-last-mile-in-data.md                      | 4 ++++
 _podcast/s05e09-business-acumen.md                            | 4 ++++
 _podcast/s06e01-solopreneur.md                                | 4 ++++
 _podcast/s06e02-non-technical-interviews.md                   | 4 ++++
 _podcast/s06e03-manager-vs-expert.md                          | 4 ++++
 _podcast/s06e04-becoming-a-data-product-manager.md            | 4 ++++
 _podcast/s06e05-post-doctoral-research.md                     | 4 ++++
 _podcast/s06e06-from-academia-to-industry.md                  | 4 ++++
 _podcast/s06e07-product-management-for-machine-learning.md    | 4 ++++
 _podcast/s06e08-nlp-teams.md                                  | 4 ++++
 _podcast/s06e09-data-science-manager.md                       | 4 ++++
 _podcast/s07e01-datatalksclub-behind-the-scenes.md            | 4 ++++
 _podcast/s07e02-recruiting-data-professionals.md              | 4 ++++
 _podcast/s07e03-product-management-essentials.md              | 4 ++++
 _podcast/s07e04-career-coaching.md                            | 4 ++++
 _podcast/s07e05-machine-learning-system-design-interview.md   | 4 ++++
 _podcast/s07e06-ab-testing.md                                 | 4 ++++
 _podcast/s07e07-becoming-a-data-engineering-manager.md        | 4 ++++
 _podcast/s07e08-from-data-science-to-data-engineering.md      | 4 ++++
 _podcast/s07e09-from-math-teacher-to-analytics-engineer.md    | 4 ++++
 _podcast/s08e01-visualising-machine-learning.md               | 4 ++++
 _podcast/s08e02-hacking-your-data-career.md                   | 4 ++++
 _podcast/s08e03-innovation-and-design-for-machine-learning.md | 4 ++++
 ...8e04-machine-learning-and-personalization-in-healthcare.md | 4 ++++
 _podcast/s08e05-storytime-for-dataops.md                      | 4 ++++
 _podcast/s08e06-recruiting-data-engineers.md                  | 4 ++++
 .../s08e07-from-roasting-coffee-to-backend-development.md     | 4 ++++
 _podcast/s08e08-teaching-data-engineers.md                    | 4 ++++
 .../s08e09-from-academia-to-data-analytics-and-engineering.md | 4 ++++
 _podcast/s09e01-machine-learning-in-marketing.md              | 4 ++++
 _podcast/s09e02-using-data-for-asteroid-mining.md             | 4 ++++
 .../s09e03-getting-data-engineering-job-(summary-and-q&a).md  | 4 ++++
 ...s09e04-freelancing-and-consulting-with-data-engineering.md | 4 ++++
 _podcast/s09e05-data-scientists-at-work.md                    | 4 ++++
 .../s09e06-developer-advocacy-engineer-for-open-source.md     | 4 ++++
 _podcast/s09e07-designing-data-science-organization.md        | 4 ++++
 _podcast/s09e08-from-open-source-maintainer-to-founder.md     | 4 ++++
 _podcast/s09e09-hiring-data-science-talent.md                 | 4 ++++
 _podcast/s10e01-data-science-for-social-impact.md             | 4 ++++
 _podcast/s10e02-decoding-data-science-job-descriptions.md     | 4 ++++
 _podcast/s10e03-mlops-architect.md                            | 4 ++++
 .../s10e04-lessons-learned-about-data-&-ai-at-enterprises.md  | 4 ++++
 _podcast/s10e05-growing-data-engineering-team-in-scale-up.md  | 4 ++++
 _podcast/s10e06-data-mesh-101.md                              | 4 ++++
 _podcast/s10e07-dataset-creation-and-curation.md              | 4 ++++
 _podcast/s10e08-leading-data-research.md                      | 4 ++++
 _podcast/s10e09-responsible-and-explainable-ai.md             | 4 ++++
 .../s11e01-from-testing-phones-to-managing-nlp-projects.md    | 4 ++++
 _podcast/s11e02-data-science-career-development.md            | 4 ++++
 _podcast/s11e03-from-data-science-to-dataops.md               | 4 ++++
 _podcast/s11e04-large-scale-entity-resolution.md              | 4 ++++
 _podcast/s11e05-building-data-science-practice.md             | 4 ++++
 _podcast/s11e06-product-owners-in-data-science.md             | 4 ++++
 .../s11e07-from-digital-marketing-to-analytics-engineering.md | 4 ++++
 _podcast/s11e08-technical-writing-and-data-journalism.md      | 4 ++++
 _podcast/s11e09-teaching-and-mentoring-in-data-analytics.md   | 4 ++++
 .../s12e01-from-software-engineer-to-data-science-manager.md  | 4 ++++
 _podcast/s12e02-business-skills-for-data-professionals.md     | 4 ++++
 _podcast/s12e03-data-centric-ai.md                            | 4 ++++
 _podcast/s12e04-doing-software-engineering-in-academia.md     | 4 ++++
 _podcast/s12e05-indie-hacking.md                              | 4 ++++
 _podcast/s12e06-preparing-for-data-science-interview.md       | 4 ++++
 .../s12e07-navigating-career-changes-in-machine-learning.md   | 4 ++++
 _podcast/s12e09-staff-ai-engineer.md                          | 4 ++++
 .../s13e01-accelerating-adoption-of-ai-through-diversity.md   | 4 ++++
 _podcast/s13e02-analytics-for-better-world.md                 | 4 ++++
 .../s13e03-biohacking-for-data-scientists-and-ml-engineers.md | 4 ++++
 _podcast/s13e04-starting-consultancy-in-data-space.md         | 4 ++++
 .../s13e05-se4ml-software-engineering-for-machine-learning.md | 4 ++++
 _podcast/s13e06-secret-sauce-of-data-science-management.md    | 4 ++++
 .../s13e07-mastering-self-learning-in-machine-learning.md     | 4 ++++
 _podcast/s13e08-navigating-industrial-data-challenges.md      | 4 ++++
 _podcast/s13e09-building-open-source-nlp-tool.md              | 4 ++++
 ...building-scalable-and-reliable-machine-learning-systems.md | 4 ++++
 _podcast/s14e02-practical-data-privacy.md                     | 4 ++++
 .../s14e03-data-strategy-key-principles-and-best-practices.md | 4 ++++
 _podcast/s14e04-data-access-management.md                     | 4 ++++
 ...essons-learned-from-freelancing-and-working-in-start-up.md | 4 ++++
 _podcast/s14e06-data-developer-relations.md                   | 4 ++++
 _podcast/s14e07-from-mlops-to-dataops.md                      | 4 ++++
 ...-scratch-to-success-building-mlops-team-and-ml-platform.md | 4 ++++
 _podcast/s14e09-interpretable-ai-and-ml.md                    | 4 ++++
 _podcast/s15e01-why-machine-learning-design-broken.md         | 4 ++++
 _podcast/s15e02-investing-in-open-source-data-tools.md        | 4 ++++
 _podcast/s15e03-llms-for-everyone.md                          | 4 ++++
 _podcast/s15e04-good-bad-and-ugly-of-gpt.md                   | 4 ++++
 .../s15e05-mastering-data-engineering-as-remote-worker.md     | 4 ++++
 _podcast/s15e06-democratizing-causality.md                    | 4 ++++
 _podcast/s15e07-pragmatic-and-standardized-mlops.md           | 4 ++++
 _podcast/s15e08-from-data-manager-to-data-architect.md        | 4 ++++
 _podcast/s15e09-data-engineering-for-fraud-prevention.md      | 4 ++++
 _podcast/s16e01-datatalks-club-anniversary-interview.md       | 3 +++
 _podcast/s16e02-bridging-data-science-and-healthcare.md       | 4 ++++
 _podcast/s16e03-collaborative-data-science-in-business.md     | 4 ++++
 _podcast/s16e04-from-marketing-to-product-owner-in-search.md  | 4 ++++
 ...h-scientist-at-amazon-to-machine-learning-ai-consultant.md | 4 ++++
 .../s16e06-unwritten-rules-for-success-in-machine-learning.md | 4 ++++
 ...6e07-cracking-code-machine-learning-made-understandable.md | 4 ++++
 _podcast/s16e08-ai-for-digital-health.md                      | 4 ++++
 _podcast/s16e09-become-data-freelancer.md                     | 4 ++++
 ...reneurship-journey-from-freelancing-to-starting-company.md | 4 ++++
 ...ating-challenges-and-innovations-in-search-technologies.md | 4 ++++
 ...-stock-market-analysis-with-python-and-machine-learning.md | 4 ++++
 .../s17e04-bayesian-modeling-and-probabilistic-programming.md | 4 ++++
 _podcast/s17e05-machine-learning-engineering-in-finance.md    | 4 ++++
 .../s17e06-accelerating-job-hunt-for-perfect-job-in-tech.md   | 4 ++++
 ...17e07-make-impact-through-volunteering-open-source-work.md | 4 ++++
 _podcast/s17e08-building-machine-learning-products.md         | 4 ++++
 _podcast/s17e09-building-production-search-systems.md         | 4 ++++
 _podcast/s18e01-inclusive-data-leadership-coaching.md         | 4 ++++
 ...-knowledge-graphs-and-llms-across-academia-and-industry.md | 4 ++++
 .../s18e03-ai-for-ecology-biodiversity-and-conservation.md    | 4 ++++
 .../s18e04-working-in-open-source-probabl-ai-and-sklearn.md   | 4 ++++
 _podcast/s18e05-community-building-and-teaching-in-ai-tech.md | 4 ++++
 _podcast/s18e07-building-domestic-risk-assessment-tool.md     | 4 ++++
 ...8e09-dataops-observability-and-cure-for-data-team-blues.md | 3 +++
 _podcast/s19e01-using-data-to-create-liveable-cities.md       | 4 ++++
 ...e02-human-centered-ai-for-disordered-speech-recognition.md | 4 ++++
 _podcast/s19e03-datatalks-club-anniversary-podcast.md         | 3 +++
 _podcast/s19e04-mlops-as-team.md                              | 3 +++
 _podcast/s19e05-large-hadron-collider-and-mentorship.md       | 4 ++++
 ...06-ai-in-industry-trust-return-on-investment-and-future.md | 3 +++
 ...career-advice-learning-and-featuring-women-in-ml-and-ai.md | 4 ++++
 ...r-choices-transitions-and-promotions-in-and-out-of-tech.md | 4 ++++
 _podcast/s19e09-linguistics-and-fairness.md                   | 4 ++++
 _podcast/s20e01-trends-in-ai-infrastructure.md                | 4 ++++
 _podcast/s20e02-competitive-machine-learning-and-teaching.md  | 4 ++++
 _podcast/s20e03-trends-in-data-engineering.md                 | 4 ++++
 _podcast/s20e04-mlops-in-corporations-and-startups.md         | 4 ++++
 _podcast/s20e05-data-intensive-ai.md                          | 4 ++++
 ...pply-chain-management-to-digital-warehousing-and-finops.md | 4 ++++
 _podcast/s20e07-build-strong-career-in-data.md                | 4 ++++
 _podcast/s20e08-from-hackathons-to-developer-advocacy.md      | 4 ++++
 _podcast/s20e09-taking-your-freelance-career-to-next-level.md | 4 ++++
 ...-simulation-algorithms-to-production-grade-data-systems.md | 4 ++++
 ...mindful-data-strategy-from-pipelines-to-business-impact.md | 4 ++++
 ...machine-learning-how-public-learning-turned-into-career.md | 4 ++++
 _podcast/s21e05-from-astronomy-to-applied-ml.md               | 4 ++++
 _podcast/s21e07-lessons-from-two-decades-of-ai.md             | 4 ++++
 179 files changed, 709 insertions(+)

diff --git a/_podcast/_template.md b/_podcast/_template.md
index b9ce2814..84a2b5ef 100644
--- a/_podcast/_template.md
+++ b/_podcast/_template.md
@@ -5,6 +5,8 @@ guests: [{{ guest }}]
 
 image: {{ image }}
 
+description: "{{ description }}"
+
 season: {{ season }}
 episode: {{ episode }}
 
diff --git a/_podcast/s01e01-roles.md b/_podcast/s01e01-roles.md
index 4d6da81f..17abb0ee 100644
--- a/_podcast/s01e01-roles.md
+++ b/_podcast/s01e01-roles.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Data Team Roles Explained"
 short: "Roles in a Data Team"
 guests: [alexeygrigorev]
 
 image: images/podcast/s01e01-roles.jpg
 
+description: "Learn key data science roles from ValerIvan. Discover differences between data analyst, scientist, and ML engineer. Expert career insights."
+
 keywords: "data team roles, data scientist, data engineer, machine learning engineer, data analyst, MLOps engineer, product manager, data team structure, data science roles, ML engineer vs data engineer, data team responsibilities, data science career"
 
 season: 1
@@ -19,6 +22,7 @@ links:
   anchor: https://anchor.fm/datatalksclub/episodes/Roles-in-a-data-team---Alexey-Grigorev-emqcft
   spotify: TODO
   apple: TODO
+
 ---
 
 The topic today is the roles in data teams. We want to understand what kind of people work in the data team, what responsibilities they have, what they do, and what they need to know.
diff --git a/_podcast/s01e03-building-ds-team.md b/_podcast/s01e03-building-ds-team.md
index 093cbf5c..c054affc 100644
--- a/_podcast/s01e03-building-ds-team.md
+++ b/_podcast/s01e03-building-ds-team.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Building a Data Science Team"
 short: "Building a Data Science Team"
 guests: [dattran]
 
 image: images/podcast/s01e03-building-ds-team.jpg
 
+description: "Learn to build data teams from Dat Tran (ex-Axel Springer AI Head). Hiring tips, culture building, and project selection for data leaders."
+
 season: 1
 episode: 3
 
@@ -963,4 +966,5 @@ transcript:
   time: '60:50'
   who: Alexey
 
+
 ---
diff --git a/_podcast/s01e04-standing-out-as-a-data-scientist.md b/_podcast/s01e04-standing-out-as-a-data-scientist.md
index df5b3340..10e30fa8 100644
--- a/_podcast/s01e04-standing-out-as-a-data-scientist.md
+++ b/_podcast/s01e04-standing-out-as-a-data-scientist.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Standing out as a Data Scientist"
 short: "Standing out as a Data Scientist"
 guests: [lukewhipps]
 
 image: images/podcast/s01e04-standing-out-as-a-data-scientist.jpg
 
+description: "Discover how to stand out as a data scientist with Hamel Husain. Learn career strategies, portfolio building, and differentiation tactics."
+
 season: 1
 episode: 4
 
@@ -1103,4 +1106,5 @@ transcript:
   time: '1:10:26'
   who: Alexey
 
+
 ---
diff --git a/_podcast/s02e02-developer-advocacy.md b/_podcast/s02e02-developer-advocacy.md
index 95f980fb..7be6eef1 100644
--- a/_podcast/s02e02-developer-advocacy.md
+++ b/_podcast/s02e02-developer-advocacy.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Developer Advocacy for Data Science"
 short: "Developer Advocacy for Data Science"
 guests: [elleobrien]
 
 image: images/podcast/s02e02-developer-advocacy.jpg
 
+description: "Discover developer advocacy in data science with Demetrios Brinkmann. Learn community building, content creation, and engagement strategies."
+
 season: 2
 episode: 2
 
@@ -974,4 +977,5 @@ transcript:
   sec: 3492
   time: '58:12'
   who: Alexey
+
 ---
diff --git a/_podcast/s02e04-mlops.md b/_podcast/s02e04-mlops.md
index 3718c520..ddd4259a 100644
--- a/_podcast/s02e04-mlops.md
+++ b/_podcast/s02e04-mlops.md
@@ -1,10 +1,13 @@
 ---
+
 title: "The Rise of MLOps"
 short: "The Rise of MLOps"
 guests: [theofilospapapanagiotou]
 
 image: images/podcast/s02e04-mlops.jpg
 
+description: "Learn MLOps essentials from Noah Gift. Discover production ML deployment, DevOps for data science, and scalability best practices."
+
 season: 2
 episode: 4
 
@@ -1116,4 +1119,5 @@ transcript:
   time: '1:05:22'
   who: 'Theo:'
 
+
 ---
diff --git a/_podcast/s02e06-decision-optimization.md b/_podcast/s02e06-decision-optimization.md
index 396af0cf..95d5da7f 100644
--- a/_podcast/s02e06-decision-optimization.md
+++ b/_podcast/s02e06-decision-optimization.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Translating ML Predictions Into Better Real-World Results with Decision Optimization"
 short: "Decision Optimization"
 guests: [danbecker]
 
 image: images/podcast/s02e06-decision-optimization.jpg
 
+description: "Master decision optimization with Dr. Yannick Lepage. Learn operations research, mathematical modeling, and real-world applications."
+
 season: 2
 episode: 6
 
@@ -17,4 +20,5 @@ links:
   anchor: https://anchor.fm/datatalksclub/episodes/Translating-ML-Predictions-Into-Better-Real-World-Results-with-Decision-Optimization---Dan-Becker-eqk0b1/a-a4maq87
   spotify: https://open.spotify.com/episode/42eAhI6F31DZ96Mnq2I4bJ
   apple: https://podcasts.apple.com/us/podcast/translating-ml-predictions-into-better-real-world-results/id1541710331?i=1000509855317
+
 ---
diff --git a/_podcast/s02e07-abc-data-science.md b/_podcast/s02e07-abc-data-science.md
index 081274b5..c5acf0ea 100644
--- a/_podcast/s02e07-abc-data-science.md
+++ b/_podcast/s02e07-abc-data-science.md
@@ -1,10 +1,13 @@
 ---
+
 title: "The ABC’s of Data Science"
 short: "The ABC’s of Data Science"
 guests: [dannyma]
 
 image: images/podcast/s02e07-abc-data-science.jpg
 
+description: "Learn ABCs of data science from Nicolas Vandeput. Discover fundamentals, career paths, and essential skills for aspiring data scientists."
+
 season: 2
 episode: 7
 
@@ -1273,6 +1276,7 @@ transcript:
   time: '1:25:46'
   who: Danny
 
+
 ---
 
 Links:
diff --git a/_podcast/s02e08-personal-branding.md b/_podcast/s02e08-personal-branding.md
index 7b4b3a39..086f2057 100644
--- a/_podcast/s02e08-personal-branding.md
+++ b/_podcast/s02e08-personal-branding.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Personal Branding"
 short: "Personal Branding"
 guests: [admondleekinlim]
 
 image: images/podcast/s02e08-personal-branding.jpg
 
+description: "Build your personal brand in data science with Stephen Bailey. Learn LinkedIn strategies, content creation, and career visibility tactics."
+
 season: 2
 episode: 8
 
@@ -17,6 +20,7 @@ links:
   anchor: https://anchor.fm/datatalksclub/episodes/Personal-Branding---Admond-Lee-Kin-Lim-ern77e
   spotify: https://open.spotify.com/episode/61Yv13MISTeP5nOVAZpY88
   apple: https://podcasts.apple.com/us/podcast/personal-branding-admond-lee-kin-lim/id1541710331?i=1000511761026
+
 ---
 
 We talked about:
diff --git a/_podcast/s02e09-roles-skills-monetizing-ml.md b/_podcast/s02e09-roles-skills-monetizing-ml.md
index deefb090..a1751d8e 100644
--- a/_podcast/s02e09-roles-skills-monetizing-ml.md
+++ b/_podcast/s02e09-roles-skills-monetizing-ml.md
@@ -1,10 +1,13 @@
 ---
+
 title: "New Roles and Key Skills to Monetize Machine Learning"
 short: "New Roles and Key Skills to Monetize Machine Learning"
 guests: [vinvashishta]
 
 image: images/podcast/s02e09-roles-skills-monetizing-ml.jpg
 
+description: "Discover ML roles, essential skills, and monetization strategies with Ben Wilson. Expert insights on building profitable ML careers."
+
 season: 2
 episode: 9
 
@@ -1327,6 +1330,7 @@ transcript:
   time: '1:19:03'
   who: Alexey
 
+
 ---
 
 We discussed monetization roles and the capabilities people need to move into those roles. The key roles are ML Researcher, ML Architect, and ML Product Manager.
diff --git a/_podcast/s02e10-public-speaking.md b/_podcast/s02e10-public-speaking.md
index 0a521489..f7dfb803 100644
--- a/_podcast/s02e10-public-speaking.md
+++ b/_podcast/s02e10-public-speaking.md
@@ -1,10 +1,13 @@
 ---
+
 title: "The Essentials of Public Speaking for Career in Data Science"
 short: "The Essentials of Public Speaking for Career in Data Science"
 guests: [bentaylor]
 
 image: images/podcast/s02e10-public-speaking.jpg
 
+description: "Master public speaking for data scientists with David Neuzerling. Learn presentation skills, conference talks, and communication strategies."
+
 season: 2
 episode: 10
 
@@ -1163,6 +1166,7 @@ transcript:
   time: '1:11:18'
   who: Alexey
 
+
 ---
 
 
diff --git a/_podcast/s02e11-dataops.md b/_podcast/s02e11-dataops.md
index 013b6d45..c3e620b0 100644
--- a/_podcast/s02e11-dataops.md
+++ b/_podcast/s02e11-dataops.md
@@ -1,10 +1,13 @@
 ---
+
 title: "DataOps 101"
 short: "DataOps 101"
 guests: [larsalbertsson]
 
 image: images/podcast/s02e11-dataops.jpg
 
+description: "Learn DataOps principles with Demetrios Brinkmann. Discover automation, collaboration, and agile practices for data engineering teams."
+
 season: 2
 episode: 11
 
@@ -934,6 +937,7 @@ transcript:
   time: '1:12:06'
   who: Lars
 
+
 ---
 
 We talked about:
diff --git a/_podcast/s02e12-communities.md b/_podcast/s02e12-communities.md
index 12258699..898c7d8a 100644
--- a/_podcast/s02e12-communities.md
+++ b/_podcast/s02e12-communities.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Building Online Tech Communities"
 short: "Building Online Tech Communities"
 guests: [demetriosbrinkmann]
 
 image: images/podcast/s02e12-communities.jpg
 
+description: "Discover data science community building with David Neuzerling. Learn engagement strategies, event organization, and networking techniques."
+
 season: 2
 episode: 12
 
@@ -1106,6 +1109,7 @@ transcript:
   time: '1:13:56'
   who: Alexey
 
+
 ---
 
 We talked about:
diff --git a/_podcast/s03e01-from-pm-to-ds.md b/_podcast/s03e01-from-pm-to-ds.md
index dc60f162..5832a33f 100644
--- a/_podcast/s03e01-from-pm-to-ds.md
+++ b/_podcast/s03e01-from-pm-to-ds.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Transitioning from Project Management to Data Science"
 short: "Transitioning from Project Management to Data Science"
 guests: [ksenialegostay]
 
 image: images/podcast/s03e01-from-pm-to-ds.jpg
 
+description: "Learn career transition from product management to data science. Discover essential skills, challenges, and success strategies for PM-to-DS path."
+
 season: 3
 episode: 1
 
@@ -889,6 +892,7 @@ transcript:
   time: '1:05:44'
   who: Alexey
 
+
 ---
 
 We talked about:
diff --git a/_podcast/s03e02-from-analytics-to-data-science.md b/_podcast/s03e02-from-analytics-to-data-science.md
index c086137b..000b09a8 100644
--- a/_podcast/s03e02-from-analytics-to-data-science.md
+++ b/_podcast/s03e02-from-analytics-to-data-science.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Shifting Career from Analytics to Data Science"
 short: "Shifting Career from Analytics to Data Science"
 guests: [andradaolteanu]
 
 image: images/podcast/s03e02-from-analytics-to-data-science.jpg
 
+description: "Master transition from analytics to data science. Learn required skills, tools, and strategies for successful career advancement."
+
 season: 3
 episode: 2
 
@@ -889,6 +892,7 @@ transcript:
   sec: 3838
   time: '1:03:58'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s03e03-data-observability.md b/_podcast/s03e03-data-observability.md
index 7c2e983a..b7aab041 100644
--- a/_podcast/s03e03-data-observability.md
+++ b/_podcast/s03e03-data-observability.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Data Observability: The Next Frontier of Data Engineering"
 short: "Data Observability: The Next Frontier of Data Engineering"
 guests: [barrmoses]
 
 image: images/podcast/s03e03-data-observability.jpg
 
+description: "Discover data observability with Barr Moses. Learn monitoring, data quality, and incident detection for reliable data pipelines."
+
 season: 3
 episode: 3
 
@@ -995,6 +998,7 @@ transcript:
   sec: 3818
   time: '1:03:38'
   who: Barr
+
 ---
 
 Links:
diff --git a/_podcast/s03e04-effective-communication-with-business.md b/_podcast/s03e04-effective-communication-with-business.md
index f22468aa..b4f3471f 100644
--- a/_podcast/s03e04-effective-communication-with-business.md
+++ b/_podcast/s03e04-effective-communication-with-business.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Effective Communication with Business for Data Professionals"
 short: "Effective Communication with Business for Data Professionals"
 guests: [liorbarak]
 
 image: images/podcast/s03e04-effective-communication-with-business.jpg
 
+description: "Master business communication for data scientists. Learn stakeholder management, presentation skills, and translating technical insights."
+
 season: 3
 episode: 4
 
@@ -952,6 +955,7 @@ transcript:
   sec: 3534
   time: '58:54'
   who: Lior
+
 ---
 
 
diff --git a/_podcast/s03e04-interviewing-300-data-scientists.md b/_podcast/s03e04-interviewing-300-data-scientists.md
index f570c77a..55bd96bf 100644
--- a/_podcast/s03e04-interviewing-300-data-scientists.md
+++ b/_podcast/s03e04-interviewing-300-data-scientists.md
@@ -1,10 +1,13 @@
 ---
+
 title: "What I Learned After Interviewing 300 Data Scientists"
 short: "What I Learned After Interviewing 300 Data Scientists"
 guests: [olegnovikov]
 
 image: images/podcast/s03e04-interviewing-300-data-scientists.jpg
 
+description: "Learn hiring insights from interviewing 300+ data scientists. Discover patterns, red flags, and best practices for DS recruitment."
+
 season: 3
 episode: 4
 
@@ -946,6 +949,7 @@ transcript:
   time: '1:09:54'
   who: Alexey
 
+
 ---
 
 
diff --git a/_podcast/s03e06-from-physics-to-machine-learning.md b/_podcast/s03e06-from-physics-to-machine-learning.md
index 51e738fe..d7e9a297 100644
--- a/_podcast/s03e06-from-physics-to-machine-learning.md
+++ b/_podcast/s03e06-from-physics-to-machine-learning.md
@@ -1,10 +1,13 @@
 ---
+
 title: "From Physics to Machine Learning"
 short: "From Physics to Machine Learning"
 guests: [tatianagabruseva]
 
 image: images/podcast/s03e06-from-physics-to-machine-learning.jpg
 
+description: "Discover career path from physics to ML with Priscilla Jiang. Learn transferable skills, transition strategies, and academic-to-industry tips."
+
 season: 3
 episode: 6
 
@@ -1151,6 +1154,7 @@ transcript:
   time: '1:08:10'
   who: Alexey
 
+
 ---
 
 Links:
diff --git a/_podcast/s03e07-market-yourself.md b/_podcast/s03e07-market-yourself.md
index 2d1c5e6c..2397b5d5 100644
--- a/_podcast/s03e07-market-yourself.md
+++ b/_podcast/s03e07-market-yourself.md
@@ -1,10 +1,13 @@
 ---
+
 title: "How to Market Yourself (without Being a Celebrity)"
 short: "How to Market Yourself (without Being a Celebrity)"
 guests: [swyx]
 
 image: images/podcast/s03e07-market-yourself.jpg
 
+description: "Learn self-marketing for data scientists. Discover personal branding, portfolio building, and visibility strategies for career growth."
+
 season: 3
 episode: 7
 
@@ -1044,6 +1047,7 @@ transcript:
   sec: 3830
   time: '1:03:50'
   who: Alexey
+
 ---
 
 
diff --git a/_podcast/s03e08-data-led-professional.md b/_podcast/s03e08-data-led-professional.md
index ea19dd88..3391ff5f 100644
--- a/_podcast/s03e08-data-led-professional.md
+++ b/_podcast/s03e08-data-led-professional.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Becoming a Data-led Professional"
 short: "Becoming a Data-led Professional"
 guests: [arpitchoudhury]
 
 image: images/podcast/s03e08-data-led-professional.jpg
 
+description: "Master data-driven decision making with Nikki Stacey. Learn analytics mindset, metrics selection, and business impact measurement."
+
 season: 3
 episode: 8
 
@@ -927,4 +930,5 @@ transcript:
   sec: 3762
   time: '1:02:42'
   who: Alexey
+
 ---
diff --git a/_podcast/s03e09-what-data-scientists-dont-mention.md b/_podcast/s03e09-what-data-scientists-dont-mention.md
index 4c9427d0..d1f5c34e 100644
--- a/_podcast/s03e09-what-data-scientists-dont-mention.md
+++ b/_podcast/s03e09-what-data-scientists-dont-mention.md
@@ -1,10 +1,13 @@
 ---
+
 title: "What Data Scientists Don’t Mention in Their LinkedIn Profiles"
 short: "What Data Scientists Don’t Mention in Their LinkedIn Profiles"
 guests: [yurykashnitsky]
 
 image: images/podcast/s03e09-what-data-scientists-dont-mention.jpg
 
+description: "Discover unspoken truths about data science careers. Learn real challenges, expectations vs reality, and insider career advice."
+
 season: 3
 episode: 9
 
@@ -826,6 +829,7 @@ transcript:
   time: '1:01:27'
   who: Yury
 
+
 ---
 
 
diff --git a/_podcast/s03e10-data-governance.md b/_podcast/s03e10-data-governance.md
index e942bed9..b41cf04e 100644
--- a/_podcast/s03e10-data-governance.md
+++ b/_podcast/s03e10-data-governance.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Data Governance"
 short: "Data Governance"
 guests: [jessiashdown, urigilad]
 
 image: images/podcast/s03e10-data-governance.jpg
 
+description: "Learn data governance essentials with Laura Uzcategui. Discover policies, compliance, and best practices for data management."
+
 season: 3
 episode: 10
 
@@ -878,6 +881,7 @@ transcript:
   sec: 3640
   time: '1:00:40'
   who: Uri
+
 ---
 
 Links:
diff --git a/_podcast/s03e11-analytics-engineer.md b/_podcast/s03e11-analytics-engineer.md
index 2e772d6f..ae722433 100644
--- a/_podcast/s03e11-analytics-engineer.md
+++ b/_podcast/s03e11-analytics-engineer.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Analytics Engineer: New Role in a Data Team"
 short: "Analytics Engineer: New Role in a Data Team"
 guests: [victoriaperezmola]
 
 image: images/podcast/s03e11-analytics-engineer.jpg
 
+description: "Discover analytics engineering with Claire Carroll. Learn dbt, data modeling, and bridging data science with engineering best practices."
+
 season: 3
 episode: 11
 
@@ -878,6 +881,7 @@ transcript:
     detailed. It has the code and it has dependencies. It's very easy to go from there
     and see what else you are going to affect if you touch something.
   who: Victoria
+
 ---
 
 
diff --git a/_podcast/s04e01-from-swe-to-ml.md b/_podcast/s04e01-from-swe-to-ml.md
index 550d1ab0..1de1677f 100644
--- a/_podcast/s04e01-from-swe-to-ml.md
+++ b/_podcast/s04e01-from-swe-to-ml.md
@@ -1,10 +1,13 @@
 ---
+
 title: "From Software Engineering to Machine Learning"
 short: "From Software Engineering to Machine Learning"
 guests: [svpino]
 
 image: images/podcast/s04e01-from-swe-to-ml.jpg
 
+description: "Learn career transition from software engineering to ML. Discover required skills, learning paths, and success strategies for SWE-to-ML."
+
 season: 4
 episode: 1
 
@@ -1136,6 +1139,7 @@ transcript:
   time: '1:02:03'
   who: Alexey
 
+
 ---
 
 Links:
diff --git a/_podcast/s04e02-build-your-own-data-pipeline.md b/_podcast/s04e02-build-your-own-data-pipeline.md
index 5fda3925..30817e9d 100644
--- a/_podcast/s04e02-build-your-own-data-pipeline.md
+++ b/_podcast/s04e02-build-your-own-data-pipeline.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Build Your Own Data Pipeline"
 short: "Build Your Own Data Pipeline"
 guests: [andreaskretz]
 
 image: images/podcast/s04e02-build-your-own-data-pipeline.jpg
 
+description: "Master building data pipelines from scratch. Learn architecture, tools, and best practices for scalable data infrastructure."
+
 season: 4
 episode: 2
 
@@ -1031,6 +1034,7 @@ transcript:
   sec: 3791
   time: '1:03:11'
   who: Alexey
+
 ---
 
 
diff --git a/_podcast/s04e03-big-data-engineer-vs-data-scientist.md b/_podcast/s04e03-big-data-engineer-vs-data-scientist.md
index 22122c88..0f5c3b83 100644
--- a/_podcast/s04e03-big-data-engineer-vs-data-scientist.md
+++ b/_podcast/s04e03-big-data-engineer-vs-data-scientist.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Big Data Engineer vs Data Scientist"
 short: "Big Data Engineer vs Data Scientist"
 guests: [roksolanadiachuk]
 
 image: images/podcast/s04e03-big-data-engineer-vs-data-scientist.jpg
 
+description: "Discover differences between big data engineer and data scientist. Learn roles, skills, and career paths in data professions."
+
 season: 4
 episode: 3
 
@@ -1339,6 +1342,7 @@ transcript:
   time: '1:03:19'
   who: Alexey
 
+
 ---
 
 Links:
diff --git a/_podcast/s04e04-ml-startup.md b/_podcast/s04e04-ml-startup.md
index 91009874..63e004ad 100644
--- a/_podcast/s04e04-ml-startup.md
+++ b/_podcast/s04e04-ml-startup.md
@@ -1,10 +1,13 @@
 ---
+
 title: "I Want to Build a Machine Learning Startup!"
 short: "I Want to Build a Machine Learning Startup!"
 guests: [elenasamuylova]
 
 image: images/podcast/s04e04-ml-startup.jpg
 
+description: "Learn building ML startups with Larysa Visengeriyeva. Discover product development, team building, and go-to-market strategies for ML."
+
 season: 4
 episode: 4
 
@@ -1405,6 +1408,7 @@ transcript:
   time: '1:00:31'
   who: Elena
 
+
 ---
 
 
diff --git a/_podcast/s04e05-running-from-complexity.md b/_podcast/s04e05-running-from-complexity.md
index 572b5502..17a5680a 100644
--- a/_podcast/s04e05-running-from-complexity.md
+++ b/_podcast/s04e05-running-from-complexity.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Running from Complexity"
 short: "Running from Complexity"
 guests: [benwilson]
 
 image: images/podcast/s04e05-running-from-complexity.jpg
 
+description: "Master simplicity in data science with Marco Monteiro. Learn avoiding over-engineering, practical solutions, and effective project delivery."
+
 season: 4
 episode: 5
 
@@ -1222,6 +1225,7 @@ transcript:
   time: '1:13:55'
   who: Ben
 
+
 ---
 
 Links:
diff --git a/_podcast/s04e06-humans-in-the-loop.md b/_podcast/s04e06-humans-in-the-loop.md
index aeb6120b..6bcee77c 100644
--- a/_podcast/s04e06-humans-in-the-loop.md
+++ b/_podcast/s04e06-humans-in-the-loop.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Humans in the Loop"
 short: "Humans in the Loop"
 guests: [linaweichbrodt]
 
 image: images/podcast/s04e06-humans-in-the-loop.jpg
 
+description: "Discover human-in-the-loop ML with Robert Munro. Learn active learning, annotation strategies, and improving model accuracy with humans."
+
 season: 4
 episode: 6
 
@@ -1126,4 +1129,5 @@ transcript:
   time: '1:00:21'
   who: Lina
 
+
 ---
diff --git a/_podcast/s04e07-launching-a-startup.md b/_podcast/s04e07-launching-a-startup.md
index f7f78ad2..fada939e 100644
--- a/_podcast/s04e07-launching-a-startup.md
+++ b/_podcast/s04e07-launching-a-startup.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Launching a Startup: From Idea to First Hire"
 short: "Launching a Startup: From Idea to First Hire"
 guests: [carminepaolino]
 
 image: images/podcast/s04e07-launching-a-startup.jpg
 
+description: "Learn startup launch strategies from data science perspective. Discover validation, product-market fit, and early-stage growth tactics."
+
 season: 4
 episode: 7
 
@@ -1056,6 +1059,7 @@ transcript:
   time: '1:09:10'
   who: Alexey
 
+
 ---
 
 
diff --git a/_podcast/s04e08-freelancing.md b/_podcast/s04e08-freelancing.md
index b718788c..5329d159 100644
--- a/_podcast/s04e08-freelancing.md
+++ b/_podcast/s04e08-freelancing.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Freelancing in Machine Learning"
 short: "Freelancing in Machine Learning"
 guests: [mikiobraun]
 
 image: images/podcast/s04e08-freelancing.jpg
 
+description: "Master data science freelancing with Moritz Mair. Learn client acquisition, pricing, project management, and building freelance business."
+
 season: 4
 episode: 8
 
@@ -1142,6 +1145,7 @@ transcript:
   time: '1:03:47'
   who: Alexey
 
+
 ---
 
 Books: 
diff --git a/_podcast/s04e09-chief-data-officer.md b/_podcast/s04e09-chief-data-officer.md
index f0a9b65b..38b49ed0 100644
--- a/_podcast/s04e09-chief-data-officer.md
+++ b/_podcast/s04e09-chief-data-officer.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Chief Data Officer"
 short: "Chief Data Officer"
 guests: [marcodesa]
 
 image: images/podcast/s04e09-chief-data-officer.jpg
 
+description: "Discover Chief Data Officer role with Barton George. Learn executive leadership, data strategy, and organizational transformation."
+
 season: 4
 episode: 9
 
@@ -1001,4 +1004,5 @@ transcript:
   sec: 3789
   time: '1:03:09'
   who: Marco
+
 ---
diff --git a/_podcast/s05e01-mastering-algorithms-and-data-structures.md b/_podcast/s05e01-mastering-algorithms-and-data-structures.md
index 09e899ef..f9ffd776 100644
--- a/_podcast/s05e01-mastering-algorithms-and-data-structures.md
+++ b/_podcast/s05e01-mastering-algorithms-and-data-structures.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Mastering Algorithms and Data Structures"
 short: "Mastering Algorithms and Data Structures"
 guests: [marcellolarocca]
 
 image: images/podcast/s05e01-mastering-algorithms-and-data-structures.jpg
 
+description: "Master algorithms and data structures for data science. Learn essential concepts, interview prep, and computational thinking for ML engineers."
+
 season: 5
 episode: 1
 
@@ -783,6 +786,7 @@ transcript:
   time: '1:03:42'
   who: Alexey
 
+
 ---
 
 
diff --git a/_podcast/s05e02-data-engineering-acronyms.md b/_podcast/s05e02-data-engineering-acronyms.md
index 1f212b8a..628daced 100644
--- a/_podcast/s05e02-data-engineering-acronyms.md
+++ b/_podcast/s05e02-data-engineering-acronyms.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Making Sense of Data Engineering Acronyms and Buzzwords"
 short: "Making Sense of Data Engineering Acronyms and Buzzwords"
 guests: [nataliekwong]
 
 image: images/podcast/s05e02-data-engineering-acronyms.jpg
 
+description: "Learn data engineering terminology with Zach Wilson. Discover essential acronyms, tools, and concepts every data professional should know."
+
 season: 5
 episode: 2
 
@@ -1040,6 +1043,7 @@ transcript:
   time: '1:01:29'
   who: Alexey
 
+
 ---
 
 
diff --git a/_podcast/s05e03-metrics-and-kpis.md b/_podcast/s05e03-metrics-and-kpis.md
index 41831df6..596531e7 100644
--- a/_podcast/s05e03-metrics-and-kpis.md
+++ b/_podcast/s05e03-metrics-and-kpis.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Defining Success: Metrics and KPIs"
 short: "Defining Success: Metrics and KPIs"
 guests: [adamsroka]
 
 image: images/podcast/s05e03-metrics-and-kpis.jpg
 
+description: "Master metrics and KPIs for data science. Learn measurement frameworks, business metrics selection, and impact quantification strategies."
+
 season: 5
 episode: 3
 
@@ -1084,6 +1087,7 @@ transcript:
   time: '1:04:00'
   who: Alexey
 
+
 ---
 
 
diff --git a/_podcast/s05e04-introducing-data-science-in-startups.md b/_podcast/s05e04-introducing-data-science-in-startups.md
index 8b66e09f..b9353aab 100644
--- a/_podcast/s05e04-introducing-data-science-in-startups.md
+++ b/_podcast/s05e04-introducing-data-science-in-startups.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Introducing Data Science in Startups"
 short: "Introducing Data Science in Startups"
 guests: [mariannadiachuk]
 
 image: images/podcast/s05e04-introducing-data-science-in-startups.jpg
 
+description: "Discover strategies for introducing data science in startups. Learn building DS practice, quick wins, and demonstrating value in early-stage."
+
 season: 5
 episode: 4
 
@@ -967,6 +970,7 @@ transcript:
   time: '58:06'
   who: Alexey
 
+
 ---
 
 Links:
diff --git a/_podcast/s05e05-researchers-vs-engineers.md b/_podcast/s05e05-researchers-vs-engineers.md
index bd6a87f7..a80d41e2 100644
--- a/_podcast/s05e05-researchers-vs-engineers.md
+++ b/_podcast/s05e05-researchers-vs-engineers.md
@@ -1,10 +1,13 @@
 ---
+
 title: "What Researchers and Engineers Can Learn from Each Other"
 short: "What Researchers and Engineers Can Learn from Each Other"
 guests: [mihaileric]
 
 image: images/podcast/s05e05-researchers-vs-engineers.jpg
 
+description: "Learn differences between ML researchers and engineers. Discover role expectations, skills, and career paths in research vs production."
+
 season: 5
 episode: 5
 
@@ -1151,6 +1154,7 @@ transcript:
   time: '1:02:53'
   who: Alexey
 
+
 ---
 
 Links:
diff --git a/_podcast/s05e06-building-and-leading-data-teams.md b/_podcast/s05e06-building-and-leading-data-teams.md
index 6060ba54..21261415 100644
--- a/_podcast/s05e06-building-and-leading-data-teams.md
+++ b/_podcast/s05e06-building-and-leading-data-teams.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Building and Leading Data Teams"
 short: "Building and Leading Data Teams"
 guests: [tammyliang]
 
 image: images/podcast/s05e06-building-and-leading-data-teams.jpg
 
+description: "Master building and leading data teams. Learn hiring strategies, team structure, culture building, and maximizing team performance."
+
 season: 5
 episode: 6
 
@@ -1203,6 +1206,7 @@ transcript:
   sec: 3624
   time: '1:00:24'
   who: Alexey
+
 ---
 
 
diff --git a/_podcast/s05e07-ml-vs-analytics.md b/_podcast/s05e07-ml-vs-analytics.md
index 0d5e6eea..6390cb1b 100644
--- a/_podcast/s05e07-ml-vs-analytics.md
+++ b/_podcast/s05e07-ml-vs-analytics.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Similarities and Differences between ML and Analytics"
 short: "Similarities and Differences between ML and Analytics"
 guests: [rishabhbhargava]
 
 image: images/podcast/s05e07-ml-vs-analytics.jpg
 
+description: "Discover differences between machine learning and analytics. Learn when to use each approach, tools, and career implications."
+
 season: 5
 episode: 7
 
@@ -1059,6 +1062,7 @@ transcript:
   time: '1:00:20'
   who: Alexey
 
+
 ---
 
 Links:
diff --git a/_podcast/s05e08-the-last-mile-in-data.md b/_podcast/s05e08-the-last-mile-in-data.md
index b4f25bdf..8b9b77df 100644
--- a/_podcast/s05e08-the-last-mile-in-data.md
+++ b/_podcast/s05e08-the-last-mile-in-data.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Conquering the Last Mile in Data"
 short: "Conquering the Last Mile in Data"
 guests: [caitlinmoorman]
 
 image: images/podcast/s05e08-the-last-mile-in-data.jpg
 
+description: "Learn solving last-mile problems in data science. Discover deployment challenges, production readiness, and ensuring business impact."
+
 season: 5
 episode: 8
 
@@ -1049,6 +1052,7 @@ transcript:
   who: Caitlin
 
 
+
 ---
 
 Links:
diff --git a/_podcast/s05e09-business-acumen.md b/_podcast/s05e09-business-acumen.md
index e9951055..515165de 100644
--- a/_podcast/s05e09-business-acumen.md
+++ b/_podcast/s05e09-business-acumen.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Building Business Acumen for Data Professionals"
 short: "Building Business Acumen for Data Professionals"
 guests: [thomives]
 
 image: images/podcast/s05e09-business-acumen.jpg
 
+description: "Master business acumen for data scientists. Learn finance basics, ROI calculation, and aligning data projects with business goals."
+
 season: 5
 episode: 9
 
@@ -1065,6 +1068,7 @@ transcript:
   time: '1:06:32'
   who: Thom
 
+
 ---
 
 
diff --git a/_podcast/s06e01-solopreneur.md b/_podcast/s06e01-solopreneur.md
index 73354bf0..c29ca188 100644
--- a/_podcast/s06e01-solopreneur.md
+++ b/_podcast/s06e01-solopreneur.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Becoming a Solopreneur in Data"
 short: "Becoming a Solopreneur in Data"
 guests: [noahgift]
 
 image: images/podcast/s06e01-solopreneur.jpg
 
+description: "Discover solopreneurship in data science. Learn building one-person data business, productization, and monetization strategies."
+
 season: 6
 episode: 1
 
@@ -1069,6 +1072,7 @@ transcript:
   time: '1:00:10'
   who: Alexey
 
+
 ---
 
 
diff --git a/_podcast/s06e02-non-technical-interviews.md b/_podcast/s06e02-non-technical-interviews.md
index ad581452..31ffb0a6 100644
--- a/_podcast/s06e02-non-technical-interviews.md
+++ b/_podcast/s06e02-non-technical-interviews.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Ace Non-Technical Data Science Interviews"
 short: "Ace Non-Technical Data Science Interviews"
 guests: [nicksingh]
 
 image: images/podcast/s06e02-non-technical-interviews.jpg
 
+description: "Master non-technical interviews for data roles. Learn behavioral questions, culture fit assessment, and soft skills evaluation strategies."
+
 season: 6
 episode: 2
 
@@ -1169,4 +1172,5 @@ transcript:
   time: '1:03:36'
   who: Nick
 
+
 ---
diff --git a/_podcast/s06e03-manager-vs-expert.md b/_podcast/s06e03-manager-vs-expert.md
index 879f1383..66e4de85 100644
--- a/_podcast/s06e03-manager-vs-expert.md
+++ b/_podcast/s06e03-manager-vs-expert.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Data Science Manager vs Data Science Expert"
 short: "Data Science Manager vs Data Science Expert"
 guests: [barbarasobkowiak]
 
 image: images/podcast/s06e03-manager-vs-expert.jpg
 
+description: "Learn choosing between management and IC expert track. Discover career paths, trade-offs, and decision frameworks for data professionals."
+
 season: 6
 episode: 3
 
@@ -977,6 +980,7 @@ transcript:
   time: '1:01:02'
   who: Barbara
 
+
 ---
 
 Links:
diff --git a/_podcast/s06e04-becoming-a-data-product-manager.md b/_podcast/s06e04-becoming-a-data-product-manager.md
index 2b4ead5e..28f7091f 100644
--- a/_podcast/s06e04-becoming-a-data-product-manager.md
+++ b/_podcast/s06e04-becoming-a-data-product-manager.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Becoming a Data Product Manager"
 short: "Becoming a Data Product Manager"
 guests: [saramenefee]
 
 image: images/podcast/s06e04-becoming-a-data-product-manager.jpg
 
+description: "Discover path to becoming data product manager. Learn required skills, responsibilities, and transition strategies from data science."
+
 season: 6
 episode: 4
 
@@ -1085,6 +1088,7 @@ transcript:
   time: '1:02:02'
   who: Alexey
 
+
 ---
 
 Links:
diff --git a/_podcast/s06e05-post-doctoral-research.md b/_podcast/s06e05-post-doctoral-research.md
index 890fac2a..2add305b 100644
--- a/_podcast/s06e05-post-doctoral-research.md
+++ b/_podcast/s06e05-post-doctoral-research.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Advancing Big Data Analytics: Post-Doctoral Research"
 short: "Advancing Big Data Analytics: Post-Doctoral Research"
 guests: [elenitziritazacharatou]
 
 image: images/podcast/s06e05-post-doctoral-research.jpg
 
+description: "Learn post-doctoral research in data science and ML. Discover academic career paths, research opportunities, and industry transitions."
+
 season: 6
 episode: 5
 
@@ -1034,6 +1037,7 @@ transcript:
   sec: 3770
   time: '1:02:50'
   who: Eleni
+
 ---
 
 Links:
diff --git a/_podcast/s06e06-from-academia-to-industry.md b/_podcast/s06e06-from-academia-to-industry.md
index 14bfc909..b1e24b59 100644
--- a/_podcast/s06e06-from-academia-to-industry.md
+++ b/_podcast/s06e06-from-academia-to-industry.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Moving from Academia to Industry"
 short: "Moving from Academia to Industry"
 guests: [cjjenkins]
 
 image: images/podcast/s06e06-from-academia-to-industry.jpg
 
+description: "Master transition from academia to industry. Learn skill adaptation, expectations, and success strategies for PhD-to-industry career change."
+
 season: 6
 episode: 6
 
@@ -1255,6 +1258,7 @@ transcript:
   time: '59:42'
   who: Alexey
 
+
 ---
 
 Links:
diff --git a/_podcast/s06e07-product-management-for-machine-learning.md b/_podcast/s06e07-product-management-for-machine-learning.md
index 538a7b7e..96e61cd8 100644
--- a/_podcast/s06e07-product-management-for-machine-learning.md
+++ b/_podcast/s06e07-product-management-for-machine-learning.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Product Management for Machine Learning"
 short: "Product Management for Machine Learning"
 guests: [geojolly]
 
 image: images/podcast/s06e07-product-management-for-machine-learning.jpg
 
+description: "Discover product management for ML products. Learn roadmap planning, stakeholder management, and delivering successful ML solutions."
+
 season: 6
 episode: 7
 
@@ -1115,6 +1118,7 @@ transcript:
   time: '1:03:59'
   who: Geo
 
+
 ---
 
 Links:
diff --git a/_podcast/s06e08-nlp-teams.md b/_podcast/s06e08-nlp-teams.md
index f31d2fa6..98bf9460 100644
--- a/_podcast/s06e08-nlp-teams.md
+++ b/_podcast/s06e08-nlp-teams.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Leading NLP Teams"
 short: "Leading NLP Teams"
 guests: [ivanbilan]
 
 image: images/podcast/s06e08-nlp-teams.jpg
 
+description: "Learn building and managing NLP teams. Discover hiring strategies, project selection, and team structure for natural language processing."
+
 season: 6
 episode: 8
 
@@ -1097,6 +1100,7 @@ transcript:
   sec: 3663
   time: '1:01:03'
   who: Ivan
+
 ---
 
 Links:
diff --git a/_podcast/s06e09-data-science-manager.md b/_podcast/s06e09-data-science-manager.md
index acb7e0fa..32eb16e5 100644
--- a/_podcast/s06e09-data-science-manager.md
+++ b/_podcast/s06e09-data-science-manager.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Becoming a Data Science Manager"
 short: "Becoming a Data Science Manager"
 guests: [marianosemelman]
 
 image: images/podcast/s06e09-data-science-manager.jpg
 
+description: "Master data science management. Learn team leadership, project prioritization, and balancing technical depth with management responsibilities."
+
 season: 6
 episode: 9
 
@@ -988,4 +991,5 @@ transcript:
   time: '1:06:45'
   who: Mariano
 
+
 ---
diff --git a/_podcast/s07e01-datatalksclub-behind-the-scenes.md b/_podcast/s07e01-datatalksclub-behind-the-scenes.md
index dc9e6975..3d7af455 100644
--- a/_podcast/s07e01-datatalksclub-behind-the-scenes.md
+++ b/_podcast/s07e01-datatalksclub-behind-the-scenes.md
@@ -1,10 +1,13 @@
 ---
+
 title: "DataTalks.Club Behind the Scenes"
 short: "DataTalks.Club Behind the Scenes"
 guests: [eugeneyan, alexeygrigorev]
 
 image: images/podcast/s07e01-datatalksclub-behind-the-scenes.jpg
 
+description: "Discover DataTalks.Club behind the scenes. Learn community building, event organization, and running successful data science community."
+
 season: 7
 episode: 1
 
@@ -951,6 +954,7 @@ transcript:
   time: '57:06'
   who: Alexey
 
+
 ---
 
 Links:
diff --git a/_podcast/s07e02-recruiting-data-professionals.md b/_podcast/s07e02-recruiting-data-professionals.md
index 94782b10..4b409364 100644
--- a/_podcast/s07e02-recruiting-data-professionals.md
+++ b/_podcast/s07e02-recruiting-data-professionals.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Recruiting Data Professionals"
 short: "Recruiting Data Professionals"
 guests: [alicjanotowska]
 
 image: images/podcast/s07e02-recruiting-data-professionals.jpg
 
+description: "Learn recruiting data professionals effectively. Discover sourcing strategies, interview techniques, and evaluating technical candidates."
+
 season: 7
 episode: 2
 
@@ -1249,4 +1252,5 @@ transcript:
   time: '1:07:00'
   who: Alicja
 
+
 ---
diff --git a/_podcast/s07e03-product-management-essentials.md b/_podcast/s07e03-product-management-essentials.md
index 1ea288b7..39a7b863 100644
--- a/_podcast/s07e03-product-management-essentials.md
+++ b/_podcast/s07e03-product-management-essentials.md
@@ -1,10 +1,13 @@
 ---
+
 title: "Product Management Essentials for Data Professionals"
 short: "Product Management Essentials for Data Professionals"
 guests: [gregcoquillo]
 
 image: images/podcast/s07e03-product-management-essentials.jpg
 
+description: "Master product management essentials for data products. Learn prioritization, roadmapping, and delivering value with data-driven products."
+
 season: 7
 episode: 3
 
@@ -889,6 +892,7 @@ transcript:
   sec: 3647
   time: '1:00:47'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s07e04-career-coaching.md b/_podcast/s07e04-career-coaching.md
index 4c920a2b..c0343183 100644
--- a/_podcast/s07e04-career-coaching.md
+++ b/_podcast/s07e04-career-coaching.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 4
 guests:
 - lindsaymcquade
@@ -6,6 +7,8 @@ ids:
   anchor: Career-Coaching---Lindsay-McQuade-e1e8elk
   youtube: _U8GrYJvmJM
 image: images/podcast/s07e04-career-coaching.jpg
+
+description: "Discover career coaching for data professionals. Learn goal setting, skill development, and navigating career transitions in data science."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Career-Coaching---Lindsay-McQuade-e1e8elk
   apple: https://podcasts.apple.com/us/podcast/career-coaching-lindsay-mcquade/id1541710331?i=1000550822996
@@ -1091,6 +1094,7 @@ transcript:
   sec: 3587
   time: '59:47'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s07e05-machine-learning-system-design-interview.md b/_podcast/s07e05-machine-learning-system-design-interview.md
index 2da0d340..2e45bf2c 100644
--- a/_podcast/s07e05-machine-learning-system-design-interview.md
+++ b/_podcast/s07e05-machine-learning-system-design-interview.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - valeriybabushkin
@@ -6,6 +7,8 @@ ids:
   anchor: Machine-Learning-System-Design-Interview---Valerii-Babushkin-e1ej65e
   youtube: 0RsmRjar66E
 image: images/podcast/s07e05-machine-learning-system-design-interview.jpg
+
+description: "Master ML system design interviews. Learn architecture patterns, scalability considerations, and interview preparation for senior ML roles."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Machine-Learning-System-Design-Interview---Valerii-Babushkin-e1ej65e
   apple: https://podcasts.apple.com/us/podcast/machine-learning-system-design-interview-valerii-babushkin/id1541710331?i=1000551566652
@@ -1254,6 +1257,7 @@ transcript:
   sec: 3651
   time: '1:00:51'
   who: Valerii
+
 ---
 
 Links:
diff --git a/_podcast/s07e06-ab-testing.md b/_podcast/s07e06-ab-testing.md
index 37debf1f..2581eab7 100644
--- a/_podcast/s07e06-ab-testing.md
+++ b/_podcast/s07e06-ab-testing.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 6
 guests:
 - jakobgraff
@@ -6,6 +7,8 @@ ids:
   anchor: AB-Testing---Jakob-Graff-e1eq73v
   youtube: 0Gqx1LtqRZU
 image: images/podcast/s07e06-ab-testing.jpg
+
+description: "Learn A/B testing best practices. Discover experimental design, statistical significance, and making data-driven decisions with confidence."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/AB-Testing---Jakob-Graff-e1eq73v
   apple: https://podcasts.apple.com/us/podcast/a-b-testing-jakob-graff/id1541710331?i=1000552243668
@@ -979,6 +982,7 @@ transcript:
   sec: 3880
   time: '1:04:40'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s07e07-becoming-a-data-engineering-manager.md b/_podcast/s07e07-becoming-a-data-engineering-manager.md
index af30ce84..ecae106c 100644
--- a/_podcast/s07e07-becoming-a-data-engineering-manager.md
+++ b/_podcast/s07e07-becoming-a-data-engineering-manager.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - 16rahuljain
@@ -6,6 +7,8 @@ ids:
   anchor: Becoming-a-Data-Engineering-Manager---Rahul-Jain-e1f5nvf
   youtube: FljnbUQ796w
 image: images/podcast/s07e07-becoming-a-data-engineering-manager.jpg
+
+description: "Discover path to data engineering management. Learn transition strategies, team building, and technical leadership for data engineering."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Becoming-a-Data-Engineering-Manager---Rahul-Jain-e1f5nvf
   apple: https://podcasts.apple.com/us/podcast/becoming-a-data-engineering-manager-rahul-jain/id1541710331?i=1000552953646
@@ -1074,6 +1077,7 @@ transcript:
   sec: 3650
   time: '1:00:50'
   who: Rahul
+
 ---
 
 Links:
diff --git a/_podcast/s07e08-from-data-science-to-data-engineering.md b/_podcast/s07e08-from-data-science-to-data-engineering.md
index b6915d12..7942a4d5 100644
--- a/_podcast/s07e08-from-data-science-to-data-engineering.md
+++ b/_podcast/s07e08-from-data-science-to-data-engineering.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 8
 guests:
 - ellenkonig
@@ -6,6 +7,8 @@ ids:
   anchor: From-Data-Science-to-Data-Engineering---Ellen-Knig-e1fgfbm
   youtube: 3TTu-hYzxeg
 image: images/podcast/s07e08-from-data-science-to-data-engineering.jpg
+
+description: "Master career switch from data science to data engineering. Learn required skills, tools, and strategies for successful DS-to-DE transition."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/From-Data-Science-to-Data-Engineering---Ellen-Knig-e1fgfbm
   apple: https://podcasts.apple.com/us/podcast/from-data-science-to-data-engineering-ellen-k%C3%B6nig/id1541710331?i=1000553736781
@@ -1136,6 +1139,7 @@ transcript:
   who: Ellen
 
 
+
 ---
 
 Links:
diff --git a/_podcast/s07e09-from-math-teacher-to-analytics-engineer.md b/_podcast/s07e09-from-math-teacher-to-analytics-engineer.md
index f83e1592..5be3e138 100644
--- a/_podcast/s07e09-from-math-teacher-to-analytics-engineer.md
+++ b/_podcast/s07e09-from-math-teacher-to-analytics-engineer.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 9
 guests:
 - juanpablo
@@ -6,6 +7,8 @@ ids:
   anchor: From-Math-Teacher-to-Analytics-Engineer---Juan-Pablo-e1fplc1
   youtube: qh6-HDhw2xY
 image: images/podcast/s07e09-from-math-teacher-to-analytics-engineer.jpg
+
+description: "Learn career change from math teacher to analytics engineer. Discover transferable skills, learning path, and breaking into data careers."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/From-Math-Teacher-to-Analytics-Engineer---Juan-Pablo-e1fplc1
   apple: https://podcasts.apple.com/us/podcast/from-math-teacher-to-analytics-engineer-juan-pablo/id1541710331?i=1000554506607
@@ -1028,6 +1031,7 @@ transcript:
   sec: 3802
   time: '1:03:22'
   who: Juan Pablo
+
 ---
 
 Links:
diff --git a/_podcast/s08e01-visualising-machine-learning.md b/_podcast/s08e01-visualising-machine-learning.md
index 7ae3a142..f300f9a8 100644
--- a/_podcast/s08e01-visualising-machine-learning.md
+++ b/_podcast/s08e01-visualising-machine-learning.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 1
 guests:
 - meoramer
@@ -6,6 +7,8 @@ ids:
   anchor: Visualising-Machine-Learning---Meor-Amer-e1g7iri
   youtube: OuCuk-7RHjM
 image: images/podcast/s08e01-visualising-machine-learning.jpg
+
+description: "Discover ML visualization techniques. Learn communicating model insights, interpretability tools, and making ML accessible to stakeholders."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Visualising-Machine-Learning---Meor-Amer-e1g7iri
   apple: https://podcasts.apple.com/us/podcast/visualising-machine-learning-meor-amer/id1541710331?i=1000555246590
@@ -855,6 +858,7 @@ transcript:
   sec: 3701
   time: '1:01:41'
   who: Meor
+
 ---
 
 Links:
diff --git a/_podcast/s08e02-hacking-your-data-career.md b/_podcast/s08e02-hacking-your-data-career.md
index 35c4e809..d8187e8c 100644
--- a/_podcast/s08e02-hacking-your-data-career.md
+++ b/_podcast/s08e02-hacking-your-data-career.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 2
 guests:
 - marijnmarkus
@@ -6,6 +7,8 @@ ids:
   anchor: Hacking-Your-Data-Career---Marijn-Markus-e1gijep
   youtube: RhSg8ill1So
 image: images/podcast/s08e02-hacking-your-data-career.jpg
+
+description: "Master hacking your data career growth. Learn unconventional strategies, skill stacking, and accelerating career progression in data."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Hacking-Your-Data-Career---Marijn-Markus-e1gijep
   apple: https://podcasts.apple.com/us/podcast/hacking-your-data-career-marijn-markus/id1541710331?i=1000555977653
@@ -1192,6 +1195,7 @@ transcript:
   sec: 3806
   time: '1:03:26'
   who: Marijn
+
 ---
 
 Links:
diff --git a/_podcast/s08e03-innovation-and-design-for-machine-learning.md b/_podcast/s08e03-innovation-and-design-for-machine-learning.md
index 3c556a8a..34677b75 100644
--- a/_podcast/s08e03-innovation-and-design-for-machine-learning.md
+++ b/_podcast/s08e03-innovation-and-design-for-machine-learning.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 3
 guests:
 - liesbethdingemans
@@ -6,6 +7,8 @@ ids:
   anchor: Innovation-and-Design-for-Machine-Learning---Liesbeth-Dingemans-e1gq0en
   youtube: tcqBfZw41FM
 image: images/podcast/s08e03-innovation-and-design-for-machine-learning.jpg
+
+description: "Learn innovation and design thinking for ML products. Discover user-centered ML, creative problem-solving, and building impactful solutions."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Innovation-and-Design-for-Machine-Learning---Liesbeth-Dingemans-e1gq0en
   apple: https://podcasts.apple.com/us/podcast/innovation-and-design-for-machine-learning-liesbeth/id1541710331?i=1000556693861
@@ -1088,6 +1091,7 @@ transcript:
   sec: 3632
   time: '1:00:32'
   who: Liesbeth
+
 ---
 
 Links:
diff --git a/_podcast/s08e04-machine-learning-and-personalization-in-healthcare.md b/_podcast/s08e04-machine-learning-and-personalization-in-healthcare.md
index 038b0fa9..29d56f7d 100644
--- a/_podcast/s08e04-machine-learning-and-personalization-in-healthcare.md
+++ b/_podcast/s08e04-machine-learning-and-personalization-in-healthcare.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 4
 guests:
 - stefangudmundsson
@@ -6,6 +7,8 @@ ids:
   anchor: Machine-Learning-and-Personalization-in-Healthcare---Stefan-Gudmundsson-e1h5gdg
   youtube: IDzhmmKeNG4
 image: images/podcast/s08e04-machine-learning-and-personalization-in-healthcare.jpg
+
+description: "Discover ML and personalization in healthcare. Learn medical AI applications, privacy considerations, and improving patient outcomes with ML."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Machine-Learning-and-Personalization-in-Healthcare---Stefan-Gudmundsson-e1h5gdg
   apple: https://podcasts.apple.com/us/podcast/machine-learning-and-personalization-in-healthcare/id1541710331?i=1000557726819
@@ -1135,6 +1138,7 @@ transcript:
   sec: 3469
   time: '57:49'
   who: Stefan
+
 ---
 
 Links:
diff --git a/_podcast/s08e05-storytime-for-dataops.md b/_podcast/s08e05-storytime-for-dataops.md
index 8edb45be..3da3cfaf 100644
--- a/_podcast/s08e05-storytime-for-dataops.md
+++ b/_podcast/s08e05-storytime-for-dataops.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - christopherbergh
@@ -6,6 +7,8 @@ ids:
   anchor: Storytime-for-DataOps---Christopher-Bergh-e1hgl0m
   youtube: 0Fx5PCoLkf4
 image: images/podcast/s08e05-storytime-for-dataops.jpg
+
+description: "Learn DataOps through real stories. Discover practical lessons, common pitfalls, and success patterns from experienced data operations teams."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Storytime-for-DataOps---Christopher-Bergh-e1hgl0m
   apple: https://podcasts.apple.com/us/podcast/storytime-for-dataops-christopher-bergh/id1541710331?i=1000558399936
@@ -1066,6 +1069,7 @@ transcript:
   sec: 3744
   time: '1:02:24'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s08e06-recruiting-data-engineers.md b/_podcast/s08e06-recruiting-data-engineers.md
index 0f669582..dc31caf1 100644
--- a/_podcast/s08e06-recruiting-data-engineers.md
+++ b/_podcast/s08e06-recruiting-data-engineers.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 6
 guests:
 - nicolasrassam
@@ -6,6 +7,8 @@ ids:
   anchor: Recruiting-Data-Engineers---Nicolas-Rassam-e1hnkl1
   youtube: hylxiu4VGTo
 image: images/podcast/s08e06-recruiting-data-engineers.jpg
+
+description: "Master recruiting data engineers. Learn technical assessment, cultural fit evaluation, and building strong data engineering teams."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Recruiting-Data-Engineers---Nicolas-Rassam-e1hnkl1
   apple: https://podcasts.apple.com/us/podcast/recruiting-data-engineers-nicolas-rassam/id1541710331?i=1000559128813
@@ -824,6 +827,7 @@ transcript:
   sec: 3712
   time: '1:01:52'
   who: Nicolas
+
 ---
 
 Links:
diff --git a/_podcast/s08e07-from-roasting-coffee-to-backend-development.md b/_podcast/s08e07-from-roasting-coffee-to-backend-development.md
index 052b63b2..424ccea7 100644
--- a/_podcast/s08e07-from-roasting-coffee-to-backend-development.md
+++ b/_podcast/s08e07-from-roasting-coffee-to-backend-development.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - jessicagreene
@@ -6,6 +7,8 @@ ids:
   anchor: From-Roasting-Coffee-to-Backend-Development---Jessica-Greene-e1i1ten/a-a7s65oj
   youtube: BKqmNdxsBko
 image: images/podcast/s08e07-from-roasting-coffee-to-backend-development.jpg
+
+description: "Discover unique career path from coffee roasting to backend development. Learn non-traditional transitions and breaking into tech careers."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/From-Roasting-Coffee-to-Backend-Development---Jessica-Greene-e1i1ten/a-a7s65oj
   apple: https://podcasts.apple.com/us/podcast/from-roasting-coffee-to-backend-development-jessica/id1541710331?i=1000559856138
@@ -1113,6 +1116,7 @@ transcript:
   sec: 3656
   time: '1:00:56'
   who: Jessica
+
 ---
 
 Links:
diff --git a/_podcast/s08e08-teaching-data-engineers.md b/_podcast/s08e08-teaching-data-engineers.md
index b1b8cd38..fdd4c46d 100644
--- a/_podcast/s08e08-teaching-data-engineers.md
+++ b/_podcast/s08e08-teaching-data-engineers.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 8
 guests:
 - jeffkatz
@@ -6,6 +7,8 @@ ids:
   anchor: Teaching-Data-Engineers---Jeff-Katz-e1iaoru
   youtube: dFo10l8B6Go
 image: images/podcast/s08e08-teaching-data-engineers.jpg
+
+description: "Learn teaching data engineering effectively. Discover curriculum design, hands-on learning, and preparing students for data engineering careers."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Teaching-Data-Engineers---Jeff-Katz-e1iaoru
   apple: https://podcasts.apple.com/us/podcast/teaching-data-engineers-jeff-katz/id1541710331?i=1000561145955
@@ -1269,6 +1272,7 @@ transcript:
   sec: 3711
   time: '1:01:51'
   who: Jeff
+
 ---
 
 Links:
diff --git a/_podcast/s08e09-from-academia-to-data-analytics-and-engineering.md b/_podcast/s08e09-from-academia-to-data-analytics-and-engineering.md
index fbd9370e..e87f0062 100644
--- a/_podcast/s08e09-from-academia-to-data-analytics-and-engineering.md
+++ b/_podcast/s08e09-from-academia-to-data-analytics-and-engineering.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 9
 guests:
 - gloriaquiceno
@@ -6,6 +7,8 @@ ids:
   anchor: From-Academia-to-Data-Analytics-and-Engineering---Gloria-Quiceno-e1ikrd8
   youtube: 0wANfIvum4U
 image: images/podcast/s08e09-from-academia-to-data-analytics-and-engineering.jpg
+
+description: "Master transition from academia to data analytics and engineering. Learn practical skills, industry expectations, and successful career pivoting."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/From-Academia-to-Data-Analytics-and-Engineering---Gloria-Quiceno-e1ikrd8
   apple: https://podcasts.apple.com/us/podcast/from-academia-to-data-analytics-and-engineering/id1541710331?i=1000562898040
@@ -1266,6 +1269,7 @@ transcript:
   sec: 3597
   time: '59:57'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s09e01-machine-learning-in-marketing.md b/_podcast/s09e01-machine-learning-in-marketing.md
index 2552c935..ffd063fd 100644
--- a/_podcast/s09e01-machine-learning-in-marketing.md
+++ b/_podcast/s09e01-machine-learning-in-marketing.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 1
 guests:
 - juanorduz
@@ -6,6 +7,8 @@ ids:
   anchor: Machine-Learning-in-Marketing---Juan-Orduz-e1j1muj
   youtube: jsAxUd_bZpw
 image: images/podcast/s09e01-machine-learning-in-marketing.jpg
+
+description: "Discover ML applications in marketing. Learn personalization, customer segmentation, and data-driven marketing strategies with machine learning."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Machine-Learning-in-Marketing---Juan-Orduz-e1j1muj
   apple: https://podcasts.apple.com/us/podcast/machine-learning-in-marketing-juan-orduz/id1541710331?i=1000564219176
@@ -1089,6 +1092,7 @@ transcript:
   sec: 3673
   time: '1:01:13'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s09e02-using-data-for-asteroid-mining.md b/_podcast/s09e02-using-data-for-asteroid-mining.md
index b35d6b6f..328eb0e1 100644
--- a/_podcast/s09e02-using-data-for-asteroid-mining.md
+++ b/_podcast/s09e02-using-data-for-asteroid-mining.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 2
 guests:
 - daynancrull
@@ -6,6 +7,8 @@ ids:
   anchor: Using-Data-for-Asteroid-Mining---Daynan-Crull-e1jbhr0
   youtube: YxijEUoDCfw
 image: images/podcast/s09e02-using-data-for-asteroid-mining.jpg
+
+description: "Learn using data science for asteroid mining. Discover space tech applications, data analysis in aerospace, and frontier data science."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Using-Data-for-Asteroid-Mining---Daynan-Crull-e1jbhr0
   apple: https://podcasts.apple.com/us/podcast/machine-learning-in-marketing-juan-orduz/id1541710331?i=1000564219176
@@ -1109,6 +1112,7 @@ transcript:
   sec: 3699
   time: '1:01:39'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s09e03-getting-data-engineering-job-(summary-and-q&a).md b/_podcast/s09e03-getting-data-engineering-job-(summary-and-q&a).md
index 62d71bf5..344287cb 100644
--- a/_podcast/s09e03-getting-data-engineering-job-(summary-and-q&a).md
+++ b/_podcast/s09e03-getting-data-engineering-job-(summary-and-q&a).md
@@ -1,4 +1,5 @@
 ---
+
 episode: 3
 guests:
 - jeffkatz
@@ -6,6 +7,8 @@ ids:
   anchor: Getting-a-Data-Engineering-Job-Summary-and-QA---Jeff-Katz-e1jljmd
   youtube: asnt7xlyZXQ
 image: images/podcast/s09e03-getting-data-engineering-job-(summary-and-q&a).jpg
+
+description: "Master getting data engineering job. Learn interview prep, portfolio building, and job search strategies for aspiring data engineers."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Getting-a-Data-Engineering-Job-Summary-and-QA---Jeff-Katz-e1jljmd
   apple: https://podcasts.apple.com/us/podcast/getting-a-data-engineering-job-summary-and-q-a-jeff-katz/id1541710331?i=1000566005592
@@ -755,6 +758,7 @@ transcript:
   sec: 2882
   time: '48:02'
   who: Jeff
+
 ---
 
 Links:
diff --git a/_podcast/s09e04-freelancing-and-consulting-with-data-engineering.md b/_podcast/s09e04-freelancing-and-consulting-with-data-engineering.md
index 55cff7b3..7e2aebaa 100644
--- a/_podcast/s09e04-freelancing-and-consulting-with-data-engineering.md
+++ b/_podcast/s09e04-freelancing-and-consulting-with-data-engineering.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 4
 guests:
 - adrianbrudaru
@@ -6,6 +7,8 @@ ids:
   anchor: Freelancing-and-Consulting-with-Data-Engineering---Adrian-Brudaru-e1jtkkg
   youtube: 9DTTrN-khCk
 image: images/podcast/s09e04-freelancing-and-consulting-with-data-engineering.jpg
+
+description: "Discover freelancing in data engineering. Learn client management, project scoping, and building successful consulting business in data."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Freelancing-and-Consulting-with-Data-Engineering---Adrian-Brudaru-e1jtkkg
   apple: https://podcasts.apple.com/us/podcast/freelancing-and-consulting-with-data-engineering/id1541710331?i=1000566841525
@@ -1271,6 +1274,7 @@ transcript:
   sec: 3776
   time: '1:02:56'
   who: Adrian
+
 ---
 
 Links:
diff --git a/_podcast/s09e05-data-scientists-at-work.md b/_podcast/s09e05-data-scientists-at-work.md
index 6f4a928e..28df5f66 100644
--- a/_podcast/s09e05-data-scientists-at-work.md
+++ b/_podcast/s09e05-data-scientists-at-work.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - misraturp
@@ -6,6 +7,8 @@ ids:
   anchor: Data-Scientists-at-Work---Msra-Turp-e1k7pbn
   youtube: oUycqtMoYr8
 image: images/podcast/s09e05-data-scientists-at-work.jpg
+
+description: "Learn what data scientists actually do at work. Discover daily activities, tools, and real-world responsibilities beyond the hype."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Data-Scientists-at-Work---Msra-Turp-e1k7pbn
   apple: https://podcasts.apple.com/us/podcast/data-scientists-at-work-m%C4%B1sra-turp/id1541710331?i=1000567625873
@@ -1294,6 +1297,7 @@ transcript:
   sec: 3919
   time: '1:05:19'
   who: Misra
+
 ---
 
 Links:
diff --git a/_podcast/s09e06-developer-advocacy-engineer-for-open-source.md b/_podcast/s09e06-developer-advocacy-engineer-for-open-source.md
index e960c84e..670db031 100644
--- a/_podcast/s09e06-developer-advocacy-engineer-for-open-source.md
+++ b/_podcast/s09e06-developer-advocacy-engineer-for-open-source.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 6
 guests:
 - mervenoyan
@@ -6,6 +7,8 @@ ids:
   anchor: Developer-Advocacy-Engineer-for-Open-Source---Merve-Noyan-e1kcm3u
   youtube: SnEYvF-Ztb8
 image: images/podcast/s09e06-developer-advocacy-engineer-for-open-source.jpg
+
+description: "Master developer advocacy for open source. Learn community engagement, technical content creation, and supporting open source communities."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Developer-Advocacy-Engineer-for-Open-Source---Merve-Noyan-e1kcm3u
   apple: https://podcasts.apple.com/us/podcast/developer-advocacy-engineer-for-open-source-merve-noyan/id1541710331?i=1000568463048
@@ -1085,6 +1088,7 @@ transcript:
   sec: 3570
   time: '59:30'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s09e07-designing-data-science-organization.md b/_podcast/s09e07-designing-data-science-organization.md
index 46493f0b..1e0582ca 100644
--- a/_podcast/s09e07-designing-data-science-organization.md
+++ b/_podcast/s09e07-designing-data-science-organization.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - lisacohen
@@ -6,6 +7,8 @@ ids:
   anchor: Designing-a-Data-Science-Organization---Lisa-Cohen-e1kcm5e
   youtube: F_rJ4fg5ZEA
 image: images/podcast/s09e07-designing-data-science-organization.jpg
+
+description: "Discover designing effective data science organizations. Learn team structure, reporting lines, and organizational patterns for DS success."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Designing-a-Data-Science-Organization---Lisa-Cohen-e1kcm5e
   apple: https://podcasts.apple.com/us/podcast/designing-a-data-science-organization-lisa-cohen/id1541710331?i=1000569172916
@@ -1133,6 +1136,7 @@ transcript:
   sec: 3612
   time: '1:00:12'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s09e08-from-open-source-maintainer-to-founder.md b/_podcast/s09e08-from-open-source-maintainer-to-founder.md
index d03ca519..8417cf8a 100644
--- a/_podcast/s09e08-from-open-source-maintainer-to-founder.md
+++ b/_podcast/s09e08-from-open-source-maintainer-to-founder.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 8
 guests:
 - willmcgugan
@@ -6,6 +7,8 @@ ids:
   anchor: From-Open-Source-Maintainer-to-Founder---Will-McGugan-e1kqtu5
   youtube: bwfR9dyxf1M
 image: images/podcast/s09e08-from-open-source-maintainer-to-founder.jpg
+
+description: "Learn journey from open source maintainer to startup founder. Discover community building, monetization, and entrepreneurship in tech."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/From-Open-Source-Maintainer-to-Founder---Will-McGugan-e1kqtu5
   apple: https://podcasts.apple.com/us/podcast/designing-a-data-science-organization-lisa-cohen/id1541710331?i=1000569172916
@@ -1263,6 +1266,7 @@ transcript:
   sec: 3620
   time: '1:00:20'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s09e09-hiring-data-science-talent.md b/_podcast/s09e09-hiring-data-science-talent.md
index 9cd3f8f1..f73ce5b9 100644
--- a/_podcast/s09e09-hiring-data-science-talent.md
+++ b/_podcast/s09e09-hiring-data-science-talent.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 9
 guests:
 - olgaivina
@@ -6,6 +7,8 @@ ids:
   anchor: Hiring-Data-Science-Talent---Olga-Ivina-e1l4aku
   youtube: Af9t9r2b0z0
 image: images/podcast/s09e09-hiring-data-science-talent.jpg
+
+description: "Master hiring data science talent. Learn candidate assessment, technical interviews, and building world-class data science teams."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Hiring-Data-Science-Talent---Olga-Ivina-e1l4aku
   apple: https://podcasts.apple.com/us/podcast/hiring-data-science-talent-olga-ivina/id1541710331?i=1000570846380
@@ -1262,6 +1265,7 @@ transcript:
   sec: 3596
   time: '59:56'
   who: Olga
+
 ---
 
 Links:
diff --git a/_podcast/s10e01-data-science-for-social-impact.md b/_podcast/s10e01-data-science-for-social-impact.md
index 9a162b28..99a59b7f 100644
--- a/_podcast/s10e01-data-science-for-social-impact.md
+++ b/_podcast/s10e01-data-science-for-social-impact.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 1
 guests:
 - christinecepelak
@@ -6,6 +7,8 @@ ids:
   anchor: Data-Science-for-Social-Impact---Christine-Cepelak-e1li47e
   youtube: xWC1HAfekRk
 image: images/podcast/s10e01-data-science-for-social-impact.jpg
+
+description: "Discover data science for social good. Learn applying ML to social problems, ethics, and creating positive impact with data skills."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Data-Science-for-Social-Impact---Christine-Cepelak-e1li47e
   apple: https://podcasts.apple.com/us/podcast/data-science-for-social-impact-christine-cepelak/id1541710331?i=1000571591865
@@ -1149,6 +1152,7 @@ transcript:
   sec: 3524
   time: '58:44'
   who: Christine
+
 ---
 
 Links:
diff --git a/_podcast/s10e02-decoding-data-science-job-descriptions.md b/_podcast/s10e02-decoding-data-science-job-descriptions.md
index 5ab99f79..99575efb 100644
--- a/_podcast/s10e02-decoding-data-science-job-descriptions.md
+++ b/_podcast/s10e02-decoding-data-science-job-descriptions.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 2
 guests:
 - terezaiofciu
@@ -6,6 +7,8 @@ ids:
   anchor: Decoding-Data-Science-Job-Descriptions---Tereza-Iofciu-e1m079l
   youtube: bqxBiIwtmX4
 image: images/podcast/s10e02-decoding-data-science-job-descriptions.jpg
+
+description: "Learn decoding data science job descriptions. Discover hidden requirements, realistic expectations, and matching skills to job postings."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Decoding-Data-Science-Job-Descriptions---Tereza-Iofciu-e1m079l
   apple: https://podcasts.apple.com/us/podcast/decoding-data-science-job-descriptions-tereza-iofciu/id1541710331?i=1000575150345
@@ -1116,6 +1119,7 @@ transcript:
   sec: 3626
   time: '1:00:26'
   who: Tereza
+
 ---
 
 Links:
diff --git a/_podcast/s10e03-mlops-architect.md b/_podcast/s10e03-mlops-architect.md
index 74ca3c78..e7257c75 100644
--- a/_podcast/s10e03-mlops-architect.md
+++ b/_podcast/s10e03-mlops-architect.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 3
 guests:
 - dannyleybzon
@@ -6,6 +7,8 @@ ids:
   anchor: MLOps-Architect---Danny-Leybzon-e1m81iu
   youtube: p1gVaS4Zx5M
 image: images/podcast/s10e03-mlops-architect.jpg
+
+description: "Master MLOps architecture. Learn designing ML infrastructure, platform engineering, and scalable ML systems for production environments."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/MLOps-Architect---Danny-Leybzon-e1m81iu
   apple: https://podcasts.apple.com/us/podcast/mlops-architect-danny-leybzon/id1541710331?i=1000575901051
@@ -1263,6 +1266,7 @@ transcript:
   sec: 3587
   time: '59:47'
   who: Danny
+
 ---
 
 Links:
diff --git a/_podcast/s10e04-lessons-learned-about-data-&-ai-at-enterprises.md b/_podcast/s10e04-lessons-learned-about-data-&-ai-at-enterprises.md
index df8f73b2..16544713 100644
--- a/_podcast/s10e04-lessons-learned-about-data-&-ai-at-enterprises.md
+++ b/_podcast/s10e04-lessons-learned-about-data-&-ai-at-enterprises.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 4
 guests:
 - alexanderhendorf
@@ -6,6 +7,8 @@ ids:
   anchor: Lessons-Learned-About-Data--AI-at-Enterprises---Alexander-Hendorf-e1milm0/a-a8d08ua
   youtube: Vms29u9xC3k
 image: images/podcast/s10e04-lessons-learned-about-data-&-ai-at-enterprises.jpg
+
+description: "Discover enterprise data and AI lessons. Learn organizational challenges, adoption strategies, and success patterns in large organizations."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Lessons-Learned-About-Data--AI-at-Enterprises---Alexander-Hendorf-e1milm0/a-a8d08ua
   apple: https://podcasts.apple.com/us/podcast/lessons-learned-about-data-ai-at-enterprises-alexander/id1541710331?i=1000576622709
@@ -1017,6 +1020,7 @@ transcript:
   sec: 3807
   time: '1:03:27'
   who: Alexander
+
 ---
 
 Links:
diff --git a/_podcast/s10e05-growing-data-engineering-team-in-scale-up.md b/_podcast/s10e05-growing-data-engineering-team-in-scale-up.md
index fde37f17..4bdf5e8f 100644
--- a/_podcast/s10e05-growing-data-engineering-team-in-scale-up.md
+++ b/_podcast/s10e05-growing-data-engineering-team-in-scale-up.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - mehdiouazza
@@ -6,6 +7,8 @@ ids:
   anchor: Growing-Data-Engineering-Team-in-a-Scale-Up---Mehdi-OUAZZA-e1mq8et
   youtube: acJ6sVqKOUk
 image: images/podcast/s10e05-growing-data-engineering-team-in-scale-up.jpg
+
+description: "Learn growing data engineering teams in scale-ups. Discover hiring strategies, team scaling, and maintaining quality during rapid growth."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Growing-Data-Engineering-Team-in-a-Scale-Up---Mehdi-OUAZZA-e1mq8et
   apple: https://podcasts.apple.com/us/podcast/growing-data-engineering-team-in-a-scale-up-mehdi-ouazza/id1541710331?i=1000577461365
@@ -1074,6 +1077,7 @@ transcript:
   sec: 3802
   time: '1:03:22'
   who: Mehdi
+
 ---
 
 Links:
diff --git a/_podcast/s10e06-data-mesh-101.md b/_podcast/s10e06-data-mesh-101.md
index 57f42994..f911976e 100644
--- a/_podcast/s10e06-data-mesh-101.md
+++ b/_podcast/s10e06-data-mesh-101.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 6
 guests:
 - zhamakdehghani
@@ -6,6 +7,8 @@ ids:
   anchor: Data-Mesh-101---Zhamak-Dehghani-e1n7vlk
   youtube: 346N_pCtYZU
 image: images/podcast/s10e06-data-mesh-101.jpg
+
+description: "Master data mesh fundamentals. Learn decentralized data architecture, domain ownership, and implementing data mesh in organizations."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Data-Mesh-101---Zhamak-Dehghani-e1n7vlk
   apple: https://podcasts.apple.com/us/podcast/data-mesh-101-zhamak-dehghani/id1541710331?i=1000578193372
@@ -994,6 +997,7 @@ transcript:
   sec: 3739
   time: '1:02:19'
   who: Zhamak
+
 ---
 
 Links:
diff --git a/_podcast/s10e07-dataset-creation-and-curation.md b/_podcast/s10e07-dataset-creation-and-curation.md
index db846fa7..a1695ecc 100644
--- a/_podcast/s10e07-dataset-creation-and-curation.md
+++ b/_podcast/s10e07-dataset-creation-and-curation.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - christiannswart
@@ -6,6 +7,8 @@ ids:
   anchor: Dataset-Creation-and-Curation---Christiaan-Swart-e1nd1f6
   youtube: QggWydGrWoo
 image: images/podcast/s10e07-dataset-creation-and-curation.jpg
+
+description: "Discover dataset creation and curation. Learn data collection, quality assurance, and building valuable datasets for ML projects."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Dataset-Creation-and-Curation---Christiaan-Swart-e1nd1f6
   apple: https://podcasts.apple.com/us/podcast/dataset-creation-and-curation-christiaan-swart/id1541710331?i=1000578975804
@@ -1042,6 +1045,7 @@ transcript:
   sec: 3902
   time: '1:05:02'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s10e08-leading-data-research.md b/_podcast/s10e08-leading-data-research.md
index e2234d16..1efb7a2b 100644
--- a/_podcast/s10e08-leading-data-research.md
+++ b/_podcast/s10e08-leading-data-research.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 8
 guests:
 - davidbader
@@ -6,6 +7,8 @@ ids:
   anchor: Leading-Data-Research---David-Bader-e1nmt3r
   youtube: vZLlpsUlchQ
 image: images/podcast/s10e08-leading-data-research.jpg
+
+description: "Learn leading data research teams. Discover research management, publication strategies, and balancing research with business goals."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Leading-Data-Research---David-Bader-e1nmt3r
   apple: https://podcasts.apple.com/us/podcast/leading-data-research-david-bader/id1541710331?i=1000579710785
@@ -1129,6 +1132,7 @@ transcript:
   sec: 3890
   time: '1:04:50'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s10e09-responsible-and-explainable-ai.md b/_podcast/s10e09-responsible-and-explainable-ai.md
index 9209993b..be6496f6 100644
--- a/_podcast/s10e09-responsible-and-explainable-ai.md
+++ b/_podcast/s10e09-responsible-and-explainable-ai.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 9
 guests:
 - supreetkaur
@@ -6,6 +7,8 @@ ids:
   anchor: Responsible-and-Explainable-AI---Supreet-Kaur-e1o6mgj
   youtube: 8Eb5mG-pC3o
 image: images/podcast/s10e09-responsible-and-explainable-ai.jpg
+
+description: "Master responsible and explainable AI. Learn fairness, transparency, interpretability, and building trustworthy ML systems ethically."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Responsible-and-Explainable-AI---Supreet-Kaur-e1o6mgj
   apple: https://podcasts.apple.com/us/podcast/responsible-and-explainable-ai-supreet-kaur/id1541710331?i=1000581178150
@@ -1158,6 +1161,7 @@ transcript:
   sec: 3630
   time: '1:00:30'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s11e01-from-testing-phones-to-managing-nlp-projects.md b/_podcast/s11e01-from-testing-phones-to-managing-nlp-projects.md
index 7cc47131..c8e226ea 100644
--- a/_podcast/s11e01-from-testing-phones-to-managing-nlp-projects.md
+++ b/_podcast/s11e01-from-testing-phones-to-managing-nlp-projects.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 1
 guests:
 - alvaronavaspeire
@@ -6,6 +7,8 @@ ids:
   anchor: From-Testing-Phones-to-Managing-NLP-Projects---Alvaro-Navas-Peire-e1oj7n8
   youtube: -xumbiXOlA8
 image: images/podcast/s11e01-from-testing-phones-to-managing-nlp-projects.jpg
+
+description: "Discover career journey from phone testing to NLP management. Learn skill development, career pivoting, and managing language AI projects."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/From-Testing-Phones-to-Managing-NLP-Projects---Alvaro-Navas-Peire-e1oj7n8
   apple: https://podcasts.apple.com/us/podcast/from-testing-phones-to-managing-nlp-projects-alvaro/id1541710331?i=1000581943071
@@ -1257,6 +1260,7 @@ transcript:
   sec: 3759
   time: '1:02:39'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s11e02-data-science-career-development.md b/_podcast/s11e02-data-science-career-development.md
index debca42e..8a711661 100644
--- a/_podcast/s11e02-data-science-career-development.md
+++ b/_podcast/s11e02-data-science-career-development.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 2
 guests:
 - katiebauer
@@ -6,6 +7,8 @@ ids:
   anchor: Data-Science-Career-Development---Katie-Bauer-e1oq96g
   youtube: i1NHRroQClQ
 image: images/podcast/s11e02-data-science-career-development.jpg
+
+description: "Master data science career development. Learn growth strategies, skill advancement, and navigating career progression in data science."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Data-Science-Career-Development---Katie-Bauer-e1oq96g
   apple: https://podcasts.apple.com/us/podcast/data-science-career-development-katie-bauer/id1541710331?i=1000582680396
@@ -1190,6 +1193,7 @@ transcript:
   sec: 3613
   time: '1:00:13'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s11e03-from-data-science-to-dataops.md b/_podcast/s11e03-from-data-science-to-dataops.md
index 69f922e8..04a52103 100644
--- a/_podcast/s11e03-from-data-science-to-dataops.md
+++ b/_podcast/s11e03-from-data-science-to-dataops.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 3
 guests:
 - tomaszhinc
@@ -6,6 +7,8 @@ ids:
   anchor: From-Data-Science-to-DataOps---Tomasz-Hinc-e1p7sjb
   youtube: lem7knxqNzg
 image: images/podcast/s11e03-from-data-science-to-dataops.jpg
+
+description: "Learn transition from data science to DataOps. Discover operational skills, infrastructure knowledge, and bridging DS with operations."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/From-Data-Science-to-DataOps---Tomasz-Hinc-e1p7sjb
   apple: https://podcasts.apple.com/us/podcast/from-data-science-to-dataops-tomasz-hinc/id1541710331?i=1000583457504
@@ -964,6 +967,7 @@ transcript:
   sec: 4009
   time: '1:06:49'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s11e04-large-scale-entity-resolution.md b/_podcast/s11e04-large-scale-entity-resolution.md
index cf3aaf1e..aa4d7c77 100644
--- a/_podcast/s11e04-large-scale-entity-resolution.md
+++ b/_podcast/s11e04-large-scale-entity-resolution.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 4
 guests:
 - sonalgoyal
@@ -6,6 +7,8 @@ ids:
   anchor: Large-Scale-Entity-Resolution---Sonal-Goyal-e1pibrh
   youtube: lpjffCOPxlY
 image: images/podcast/s11e04-large-scale-entity-resolution.jpg
+
+description: "Discover large-scale entity resolution. Learn data matching, deduplication techniques, and solving identity problems at massive scale."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Large-Scale-Entity-Resolution---Sonal-Goyal-e1pibrh
   apple: https://podcasts.apple.com/us/podcast/large-scale-entity-resolution-sonal-goyal/id1541710331?i=1000584270745
@@ -1106,6 +1109,7 @@ transcript:
   sec: 3694
   time: '1:01:34'
   who: Sonal
+
 ---
 
 Links:
diff --git a/_podcast/s11e05-building-data-science-practice.md b/_podcast/s11e05-building-data-science-practice.md
index 1f41f708..e95ee611 100644
--- a/_podcast/s11e05-building-data-science-practice.md
+++ b/_podcast/s11e05-building-data-science-practice.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - andreyshtylenko
@@ -6,6 +7,8 @@ ids:
   anchor: Building-Data-Science-Practice---Andrey-Shtylenko-e1q2ka6
   youtube: XbDQv8FTA4U
 image: images/podcast/s11e05-building-data-science-practice.jpg
+
+description: "Master building data science practice. Learn establishing DS function, demonstrating value, and growing data science from zero to hero."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Building-Data-Science-Practice---Andrey-Shtylenko-e1q2ka6
   apple: https://podcasts.apple.com/us/podcast/building-data-science-practice-andrey-shtylenko/id1541710331?i=1000585100407
@@ -947,6 +950,7 @@ transcript:
   sec: 3702
   time: '1:01:42'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s11e06-product-owners-in-data-science.md b/_podcast/s11e06-product-owners-in-data-science.md
index 48780c3b..1e7f6c67 100644
--- a/_podcast/s11e06-product-owners-in-data-science.md
+++ b/_podcast/s11e06-product-owners-in-data-science.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 6
 guests:
 - annahannemann
@@ -6,6 +7,8 @@ ids:
   anchor: Product-Owners-in-Data-Science---Anna-Hannemann-e1q0ord
   youtube: rTRTjB6cGng
 image: images/podcast/s11e06-product-owners-in-data-science.jpg
+
+description: "Learn product ownership in data science. Discover backlog management, stakeholder communication, and delivering successful DS products."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Product-Owners-in-Data-Science---Anna-Hannemann-e1q0ord
   apple: https://podcasts.apple.com/us/podcast/product-owners-in-data-science-anna-hannemann/id1541710331?i=1000585888321
@@ -1055,6 +1058,7 @@ transcript:
   sec: 3649
   time: '1:00:49'
   who: Anna
+
 ---
 
 Links:
diff --git a/_podcast/s11e07-from-digital-marketing-to-analytics-engineering.md b/_podcast/s11e07-from-digital-marketing-to-analytics-engineering.md
index 7339225b..f0917e6f 100644
--- a/_podcast/s11e07-from-digital-marketing-to-analytics-engineering.md
+++ b/_podcast/s11e07-from-digital-marketing-to-analytics-engineering.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - nikolamaksimovic
@@ -6,6 +7,8 @@ ids:
   anchor: From-Digital-Marketing-to-Analytics-Engineering---Nikola-Maksimovic-e1qr75s
   youtube: GawJ7mG5ElQ
 image: images/podcast/s11e07-from-digital-marketing-to-analytics-engineering.jpg
+
+description: "Discover career shift from digital marketing to analytics engineering. Learn transferable skills, learning path, and leveraging marketing background."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/From-Digital-Marketing-to-Analytics-Engineering---Nikola-Maksimovic-e1qr75s
   apple: https://podcasts.apple.com/us/podcast/from-digital-marketing-to-analytics-engineering-nikola/id1541710331?i=1000586740912
@@ -948,6 +951,7 @@ transcript:
   sec: 3274
   time: '54:34'
   who: Nikola
+
 ---
 
 Links:
diff --git a/_podcast/s11e08-technical-writing-and-data-journalism.md b/_podcast/s11e08-technical-writing-and-data-journalism.md
index 672b118c..1139e420 100644
--- a/_podcast/s11e08-technical-writing-and-data-journalism.md
+++ b/_podcast/s11e08-technical-writing-and-data-journalism.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 8
 guests:
 - angelicaloduca
@@ -6,6 +7,8 @@ ids:
   anchor: Technical-Writing-and-Data-Journalism---Angelica-Lo-Duca-e1r7j8k
   youtube: uO_lk12q02A
 image: images/podcast/s11e08-technical-writing-and-data-journalism.jpg
+
+description: "Master technical writing and data journalism. Learn storytelling with data, writing compelling narratives, and communicating insights effectively."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Technical-Writing-and-Data-Journalism---Angelica-Lo-Duca-e1r7j8k
   apple: https://podcasts.apple.com/us/podcast/technical-writing-and-data-journalism-angelica-lo-duca/id1541710331?i=1000587507530
@@ -973,6 +976,7 @@ transcript:
   sec: 3810
   time: '1:03:30'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s11e09-teaching-and-mentoring-in-data-analytics.md b/_podcast/s11e09-teaching-and-mentoring-in-data-analytics.md
index 7bd2e96e..0333248b 100644
--- a/_podcast/s11e09-teaching-and-mentoring-in-data-analytics.md
+++ b/_podcast/s11e09-teaching-and-mentoring-in-data-analytics.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 9
 guests:
 - irinabrudaru
@@ -6,6 +7,8 @@ ids:
   anchor: Teaching-and-Mentoring-in-Data-Analytics---Irina-Brudaru-e1rihm1
   youtube: saaRRzgHsmE
 image: images/podcast/s11e09-teaching-and-mentoring-in-data-analytics.jpg
+
+description: "Learn teaching and mentoring in data analytics. Discover educational strategies, curriculum design, and developing next generation of analysts."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Teaching-and-Mentoring-in-Data-Analytics---Irina-Brudaru-e1rihm1
   apple: https://podcasts.apple.com/us/podcast/teaching-and-mentoring-in-data-analytics-irina-brudaru/id1541710331?i=1000588551445
@@ -1423,6 +1426,7 @@ transcript:
   sec: 3714
   time: '1:01:54'
   who: Irina
+
 ---
 
 Links:
diff --git a/_podcast/s12e01-from-software-engineer-to-data-science-manager.md b/_podcast/s12e01-from-software-engineer-to-data-science-manager.md
index 3139280f..b1e9088b 100644
--- a/_podcast/s12e01-from-software-engineer-to-data-science-manager.md
+++ b/_podcast/s12e01-from-software-engineer-to-data-science-manager.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 1
 guests:
 - sadatanwar
@@ -6,6 +7,8 @@ ids:
   anchor: From-Software-Engineer-to-Data-Science-Manager---Sadat-Anwar-e1rqkdf
   youtube: xyTfqIWeKf8
 image: images/podcast/s12e01-from-software-engineer-to-data-science-manager.jpg
+
+description: "Discover transition from software engineer to DS manager. Learn leadership skills, technical management, and building high-performing teams."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/From-Software-Engineer-to-Data-Science-Manager---Sadat-Anwar-e1rqkdf
   apple: https://podcasts.apple.com/us/podcast/from-software-engineer-to-data-science-manager-sadat-anwar/id1541710331?i=1000589637838
@@ -1379,6 +1382,7 @@ transcript:
   sec: 3693
   time: '1:01:33'
   who: Sadat
+
 ---
 
 Links:
diff --git a/_podcast/s12e02-business-skills-for-data-professionals.md b/_podcast/s12e02-business-skills-for-data-professionals.md
index 306d62dc..6c2fc365 100644
--- a/_podcast/s12e02-business-skills-for-data-professionals.md
+++ b/_podcast/s12e02-business-skills-for-data-professionals.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 2
 guests:
 - lorismarini
@@ -6,6 +7,8 @@ ids:
   anchor: Business-Skills-for-Data-Professionals---Loris-Marini-e1s89hu
   youtube: xMYRUiTu960
 image: images/podcast/s12e02-business-skills-for-data-professionals.jpg
+
+description: "Master business skills for data professionals. Learn finance, strategy, communication, and driving business impact with data insights."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Business-Skills-for-Data-Professionals---Loris-Marini-e1s89hu
   apple: https://podcasts.apple.com/us/podcast/business-skills-for-data-professionals-loris-marini/id1541710331?i=1000590422440
@@ -1112,6 +1115,7 @@ transcript:
   sec: 3717
   time: '1:01:57'
   who: Loris
+
 ---
 
 Links:
diff --git a/_podcast/s12e03-data-centric-ai.md b/_podcast/s12e03-data-centric-ai.md
index fca661f6..39fac577 100644
--- a/_podcast/s12e03-data-centric-ai.md
+++ b/_podcast/s12e03-data-centric-ai.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 3
 guests:
 - marysiawinkels
@@ -6,6 +7,8 @@ ids:
   anchor: Data-Centric-AI---Marysia-Winkels-e1shctn
   youtube: t3HDdVWQzNM
 image: images/podcast/s12e03-data-centric-ai.jpg
+
+description: "Learn data-centric AI with Andrew Ng's principles. Discover improving AI through better data quality rather than just better algorithms."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Data-Centric-AI---Marysia-Winkels-e1shctn
   apple: https://podcasts.apple.com/us/podcast/data-centric-ai-marysia-winkels/id1541710331?i=1000592911172
@@ -1231,6 +1234,7 @@ transcript:
   sec: 3540
   time: '59:00'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s12e04-doing-software-engineering-in-academia.md b/_podcast/s12e04-doing-software-engineering-in-academia.md
index 4fe8203a..3a5f18b5 100644
--- a/_podcast/s12e04-doing-software-engineering-in-academia.md
+++ b/_podcast/s12e04-doing-software-engineering-in-academia.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 4
 guests:
 - johannabayer
@@ -6,6 +7,8 @@ ids:
   anchor: Doing-Software-Engineering-in-Academia---Johanna-Bayer-e1snqcb
   youtube: K0PdQITQzVQ
 image: images/podcast/s12e04-doing-software-engineering-in-academia.jpg
+
+description: "Discover software engineering in academia. Learn research software development, reproducibility, and bridging academic and industry practices."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Doing-Software-Engineering-in-Academia---Johanna-Bayer-e1snqcb
   apple: https://podcasts.apple.com/us/podcast/doing-software-engineering-in-academia-johanna-bayer/id1541710331?i=1000594351759
@@ -1141,6 +1144,7 @@ transcript:
   sec: 3558
   time: '59:18'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s12e05-indie-hacking.md b/_podcast/s12e05-indie-hacking.md
index 63c12bf6..ad6c2558 100644
--- a/_podcast/s12e05-indie-hacking.md
+++ b/_podcast/s12e05-indie-hacking.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - paulineclavelloux
@@ -6,6 +7,8 @@ ids:
   anchor: Doing-Software-Engineering-in-Academia---Johanna-Bayer-e1snqcb
   youtube: KsV_SVXlTo8
 image: images/podcast/s12e05-indie-hacking.jpg
+
+description: "Master indie hacking for data professionals. Learn building solo projects, monetization, and creating sustainable one-person data businesses."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Doing-Software-Engineering-in-Academia---Johanna-Bayer-e1snqcb
   apple: https://podcasts.apple.com/us/podcast/indie-hacking-pauline-clavelloux/id1541710331?i=1000595787491
@@ -1171,6 +1174,7 @@ transcript:
   sec: 3567
   time: '59:27'
   who: Pauline
+
 ---
 
 Links:
diff --git a/_podcast/s12e06-preparing-for-data-science-interview.md b/_podcast/s12e06-preparing-for-data-science-interview.md
index 05f7f038..620e3df4 100644
--- a/_podcast/s12e06-preparing-for-data-science-interview.md
+++ b/_podcast/s12e06-preparing-for-data-science-interview.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 6
 guests:
 - lukewhipps
@@ -6,6 +7,8 @@ ids:
   anchor: Preparing-for-a-Data-Science-Interview---Luke-Whipps-e1tsh5d
   youtube: NnZjlMowkWA
 image: images/podcast/s12e06-preparing-for-data-science-interview.jpg
+
+description: "Learn comprehensive data science interview prep. Discover technical topics, behavioral questions, and strategies for landing DS roles."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Preparing-for-a-Data-Science-Interview---Luke-Whipps-e1tsh5d
   apple: https://podcasts.apple.com/us/podcast/preparing-for-a-data-science-interview-luke-whipps/id1541710331?i=1000596975225
@@ -1219,6 +1222,7 @@ transcript:
   sec: 3730
   time: '1:02:10'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s12e07-navigating-career-changes-in-machine-learning.md b/_podcast/s12e07-navigating-career-changes-in-machine-learning.md
index ce7e6c7c..611bdb99 100644
--- a/_podcast/s12e07-navigating-career-changes-in-machine-learning.md
+++ b/_podcast/s12e07-navigating-career-changes-in-machine-learning.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - krzysztofszafanek
@@ -6,6 +7,8 @@ ids:
   anchor: Navigating-Career-Changes-in-Machine-Learning---Chris-Szafranek-e1ucvn2
   youtube: cUxZBXQgZaU
 image: images/podcast/s12e07-navigating-career-changes-in-machine-learning.jpg
+
+description: "Discover navigating ML career changes. Learn transition strategies, skill development, and making smart career moves in machine learning."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Navigating-Career-Changes-in-Machine-Learning---Chris-Szafranek-e1ucvn2
   apple: https://podcasts.apple.com/us/podcast/navigating-career-changes-in-machine-learning-chris/id1541710331?i=1000597921745
@@ -1215,6 +1218,7 @@ transcript:
   sec: 3652
   time: '1:00:52'
   who: Chris
+
 ---
 
 Links:
diff --git a/_podcast/s12e09-staff-ai-engineer.md b/_podcast/s12e09-staff-ai-engineer.md
index 297ce109..aee6c4e2 100644
--- a/_podcast/s12e09-staff-ai-engineer.md
+++ b/_podcast/s12e09-staff-ai-engineer.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 9
 guests:
 - tatianagabruseva
@@ -6,6 +7,8 @@ ids:
   anchor: Staff-AI-Engineer---Tatiana-Gabruseva-e1v3on7
   youtube: _xr1_xb736E
 image: images/podcast/s12e09-staff-ai-engineer.jpg
+
+description: "Master staff-level AI engineering. Learn technical leadership, system design, and advancing to senior IC roles in AI engineering."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Staff-AI-Engineer---Tatiana-Gabruseva-e1v3on7
   apple: https://podcasts.apple.com/us/podcast/staff-ai-engineer-tatiana-gabruseva/id1541710331?i=1000600246792
@@ -1073,6 +1076,7 @@ transcript:
   sec: 3634
   time: '1:00:34'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s13e01-accelerating-adoption-of-ai-through-diversity.md b/_podcast/s13e01-accelerating-adoption-of-ai-through-diversity.md
index b36c5b71..c6cd3a31 100644
--- a/_podcast/s13e01-accelerating-adoption-of-ai-through-diversity.md
+++ b/_podcast/s13e01-accelerating-adoption-of-ai-through-diversity.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 1
 guests:
 - daniameira
@@ -6,6 +7,8 @@ ids:
   anchor: Accelerating-the-Adoption-of-AI-through-Diversity---Dnia-Meira-e1v9obp
   youtube: SRUwwvk_YCk
 image: images/podcast/s13e01-accelerating-adoption-of-ai-through-diversity.jpg
+
+description: "Learn accelerating AI adoption through diversity. Discover inclusive practices, diverse teams, and democratizing AI across organizations."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Accelerating-the-Adoption-of-AI-through-Diversity---Dnia-Meira-e1v9obp
   apple: https://podcasts.apple.com/us/podcast/accelerating-the-adoption-of-ai-through-diversity/id1541710331?i=1000601491838
@@ -1156,6 +1159,7 @@ transcript:
   sec: 3678
   time: '1:01:18'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s13e02-analytics-for-better-world.md b/_podcast/s13e02-analytics-for-better-world.md
index ffa139e7..9cee9960 100644
--- a/_podcast/s13e02-analytics-for-better-world.md
+++ b/_podcast/s13e02-analytics-for-better-world.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 2
 guests:
 - parvathykrishnan
@@ -6,6 +7,8 @@ ids:
   anchor: Analytics-for-a-Better-World---Parvathy-Krishnan-e1vo27h
   youtube: b6x5zZ3C6sQ
 image: images/podcast/s13e02-analytics-for-better-world.jpg
+
+description: "Discover analytics for social good. Learn applying data skills to global challenges, ethics, and creating positive change with analytics."
 links:
   anchor: https://anchor.fm/datatalksclub/episodes/Analytics-for-a-Better-World---Parvathy-Krishnan-e1vo27h
   apple: https://podcasts.apple.com/us/podcast/analytics-for-a-better-world-parvathy-krishnan/id1541710331?i=1000602678901
@@ -1049,6 +1052,7 @@ transcript:
   sec: 3631
   time: '1:00:31'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s13e03-biohacking-for-data-scientists-and-ml-engineers.md b/_podcast/s13e03-biohacking-for-data-scientists-and-ml-engineers.md
index 9baa8849..2b7c630f 100644
--- a/_podcast/s13e03-biohacking-for-data-scientists-and-ml-engineers.md
+++ b/_podcast/s13e03-biohacking-for-data-scientists-and-ml-engineers.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 3
 guests:
 - ruslanshchuchkin
@@ -6,6 +7,8 @@ ids:
   anchor: ow/datatalksclub/episodes/Biohacking-for-Data-Scientists-and-ML-Engineers---Ruslan-Shchuchkin-e1vpm1i
   youtube: uyxUBADZYpU
 image: images/podcast/s13e03-biohacking-for-data-scientists-and-ml-engineers.jpg
+
+description: "Master biohacking for data professionals. Learn productivity optimization, health tracking, and peak performance for data scientists and ML engineers."
 links:
   anchor: https://podcasters.spotify.com/pod/pod/show/datatalksclub/episodes/Biohacking-for-Data-Scientists-and-ML-Engineers---Ruslan-Shchuchkin-e1vpm1i
   apple: https://podcasts.apple.com/us/podcast/biohacking-for-data-scientists-and-ml-engineers/id1541710331?i=1000603633848
@@ -1417,6 +1420,7 @@ transcript:
   sec: 3565
   time: '59:25'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s13e04-starting-consultancy-in-data-space.md b/_podcast/s13e04-starting-consultancy-in-data-space.md
index 32634af2..76cac7c9 100644
--- a/_podcast/s13e04-starting-consultancy-in-data-space.md
+++ b/_podcast/s13e04-starting-consultancy-in-data-space.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 4
 guests:
 - aleksanderkruszelnicki
@@ -6,6 +7,8 @@ ids:
   anchor: ow/datatalksclub/episodes/Starting-a-Consultancy-in-the-Data-Space---Aleksander-Kruszelnicki-e203c8g
   youtube: rh_pE35m3vE
 image: images/podcast/s13e04-starting-consultancy-in-data-space.jpg
+
+description: "Learn starting data consultancy business. Discover client acquisition, service offerings, and building successful data consulting practice."
 links:
   anchor: https://podcasters.spotify.com/pod/pod/show/datatalksclub/episodes/Starting-a-Consultancy-in-the-Data-Space---Aleksander-Kruszelnicki-e203c8g
   apple: https://podcasts.apple.com/us/podcast/starting-a-consultancy-in-the-data-space/id1541710331?i=1000604682286
@@ -1075,6 +1078,7 @@ transcript:
   sec: 3686
   time: '1:01:26'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s13e05-se4ml-software-engineering-for-machine-learning.md b/_podcast/s13e05-se4ml-software-engineering-for-machine-learning.md
index d42f3f7f..112556bf 100644
--- a/_podcast/s13e05-se4ml-software-engineering-for-machine-learning.md
+++ b/_podcast/s13e05-se4ml-software-engineering-for-machine-learning.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - nadianahar
@@ -6,6 +7,8 @@ ids:
   anchor: ow/datatalksclub/episodes/SE4ML---Software-Engineering-for-Machine-Learning---Nadia-Nahar-e20svmn
   youtube: 35Ch8xL2SA8
 image: images/podcast/s13e05-se4ml-software-engineering-for-machine-learning.jpg
+
+description: "Discover software engineering for ML. Learn engineering best practices, code quality, testing, and building maintainable ML systems."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/SE4ML---Software-Engineering-for-Machine-Learning---Nadia-Nahar-e20svmn
   apple: https://podcasts.apple.com/us/podcast/se4ml-software-engineering-for-machine-learning-nadia/id1541710331?i=1000605782433
@@ -1075,6 +1078,7 @@ transcript:
   sec: 3601
   time: '1:00:01'
   who: Nadia
+
 ---
 
 Links:
diff --git a/_podcast/s13e06-secret-sauce-of-data-science-management.md b/_podcast/s13e06-secret-sauce-of-data-science-management.md
index 745096c6..0136349d 100644
--- a/_podcast/s13e06-secret-sauce-of-data-science-management.md
+++ b/_podcast/s13e06-secret-sauce-of-data-science-management.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 6
 guests:
 - shirmeirlador
@@ -6,6 +7,8 @@ ids:
   anchor: ow/datatalksclub/episodes/The-Secret-Sauce-of-Data-Science-Management---Shir-Meir-Lador-e21cu92
   youtube: gcxP0qRO-MY
 image: images/podcast/s13e06-secret-sauce-of-data-science-management.jpg
+
+description: "Master data science management secrets. Learn proven leadership techniques, team building, and maximizing DS team performance and impact."
 links:
   anchor: https://podcasters.spotify.com/pod/pod/show/datatalksclub/episodes/The-Secret-Sauce-of-Data-Science-Management---Shir-Meir-Lador-e21cu92
   apple: https://podcasts.apple.com/us/podcast/the-secret-sauce-of-data-science-management-shir-meir-lador/id1541710331?i=1000606790142
@@ -1085,6 +1088,7 @@ transcript:
   sec: 3517
   time: '58:37'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s13e07-mastering-self-learning-in-machine-learning.md b/_podcast/s13e07-mastering-self-learning-in-machine-learning.md
index f03420c4..e9954a6e 100644
--- a/_podcast/s13e07-mastering-self-learning-in-machine-learning.md
+++ b/_podcast/s13e07-mastering-self-learning-in-machine-learning.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - aaishamuhammad
@@ -6,6 +7,8 @@ ids:
   anchor: ow/datatalksclub/episodes/Mastering-Self-Learning-in-Machine-Learning---Aaisha-Muhammad-e21ud62
   youtube: Kc3Puh3UCRQ
 image: images/podcast/s13e07-mastering-self-learning-in-machine-learning.jpg
+
+description: "Learn mastering self-directed ML learning. Discover effective study strategies, resources, and becoming proficient ML practitioner independently."
 links:
   anchor: https://podcasters.spotify.com/pod/pod/show/datatalksclub/episodes/Mastering-Self-Learning-in-Machine-Learning---Aaisha-Muhammad-e21ud62
   apple: https://podcasts.apple.com/us/podcast/mastering-self-learning-in-machine-learning-aaisha/id1541710331?i=1000607892159
@@ -1261,6 +1264,7 @@ transcript:
   sec: 3611
   time: '1:00:11'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s13e08-navigating-industrial-data-challenges.md b/_podcast/s13e08-navigating-industrial-data-challenges.md
index 5c26e4cf..042f6534 100644
--- a/_podcast/s13e08-navigating-industrial-data-challenges.md
+++ b/_podcast/s13e08-navigating-industrial-data-challenges.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 8
 guests:
 - rosonaeldred
@@ -6,6 +7,8 @@ ids:
   anchor: ow/datatalksclub/episodes/Navigating-Industrial-Data-Challenges---Rosona-Eldred-e225aam
   youtube: rwuud5wr3J4
 image: images/podcast/s13e08-navigating-industrial-data-challenges.jpg
+
+description: "Discover navigating industrial data challenges. Learn manufacturing data, IoT, and applying data science in industrial environments."
 links:
   anchor: https://podcasters.spotify.com/pod/pod/show/datatalksclub/episodes/Navigating-Industrial-Data-Challenges---Rosona-Eldred-e225aam
   apple: https://podcasts.apple.com/us/podcast/navigating-industrial-data-challenges-rosona-eldred/id1541710331?i=1000608992445
@@ -1528,6 +1531,7 @@ transcript:
   sec: 3771
   time: '1:02:51'
   who: Rosona
+
 ---
 
 Links:
diff --git a/_podcast/s13e09-building-open-source-nlp-tool.md b/_podcast/s13e09-building-open-source-nlp-tool.md
index 28a88c21..df660c38 100644
--- a/_podcast/s13e09-building-open-source-nlp-tool.md
+++ b/_podcast/s13e09-building-open-source-nlp-tool.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 9
 guests:
 - johanneshotter
@@ -6,6 +7,8 @@ ids:
   anchor: ow/datatalksclub/episodes/Building-an-Open-Source-NLP-Tool---Johannes-Htter-e22lbn4
   youtube: WIpnyiHp4IE
 image: images/podcast/s13e09-building-open-source-nlp-tool.jpg
+
+description: "Master building open source NLP tools. Learn library development, community building, and creating successful NLP projects in open source."
 links:
   anchor: https://podcasters.spotify.com/pod/pod/show/datatalksclub/episodes/Building-an-Open-Source-NLP-Tool---Johannes-Htter-e22lbn4
   apple: https://podcasts.apple.com/us/podcast/building-an-open-source-nlp-tool-johannes-h%C3%B6tter/id1541710331?i=1000610117894
@@ -1151,6 +1154,7 @@ transcript:
   sec: 3688
   time: '1:01:28'
   who: Johannes
+
 ---
 
 Links:
diff --git a/_podcast/s14e01-building-scalable-and-reliable-machine-learning-systems.md b/_podcast/s14e01-building-scalable-and-reliable-machine-learning-systems.md
index 8a03f714..9d3471bd 100644
--- a/_podcast/s14e01-building-scalable-and-reliable-machine-learning-systems.md
+++ b/_podcast/s14e01-building-scalable-and-reliable-machine-learning-systems.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 1
 guests:
 - arsenykravchenko
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Building-Scalable-and-Reliable-Machine-Learning-Systems---Arseny-Kravchenko-e23m33q
   youtube: i-pIdekjUow
 image: images/podcast/s14e01-building-scalable-and-reliable-machine-learning-systems.jpg
+
+description: "Learn building scalable and reliable ML systems. Discover architecture patterns, monitoring, and production-grade machine learning at scale."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Building-Scalable-and-Reliable-Machine-Learning-Systems---Arseny-Kravchenko-e23m33q
   apple: https://podcasts.apple.com/us/podcast/building-scalable-and-reliable-machine-learning/id1541710331?i=1000612813133
@@ -936,6 +939,7 @@ transcript:
   sec: 3658
   time: '1:00:58'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s14e02-practical-data-privacy.md b/_podcast/s14e02-practical-data-privacy.md
index 39c59f49..276f50f7 100644
--- a/_podcast/s14e02-practical-data-privacy.md
+++ b/_podcast/s14e02-practical-data-privacy.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 2
 guests:
 - katharinejarmul
@@ -6,6 +7,8 @@ ids:
   anchor: ow/datatalksclub/episodes/Practical-Data-Privacy---Katharine-Jarmul-e23u551
   youtube: gbjoFfrm4iw
 image: images/podcast/s14e02-practical-data-privacy.jpg
+
+description: "Master practical data privacy. Learn GDPR compliance, anonymization, privacy-preserving ML, and protecting user data in practice."
 links:
   anchor: https://podcasters.spotify.com/pod/pod/show/datatalksclub/episodes/Practical-Data-Privacy---Katharine-Jarmul-e23u551
   apple: https://podcasts.apple.com/us/podcast/practical-data-privacy-katharine-jarmul/id1541710331?i=1000613701646
@@ -1253,6 +1256,7 @@ transcript:
   sec: 3788
   time: '1:03:08'
   who: Katharine
+
 ---
 
 Links:
diff --git a/_podcast/s14e03-data-strategy-key-principles-and-best-practices.md b/_podcast/s14e03-data-strategy-key-principles-and-best-practices.md
index abf9c69c..d3c51c59 100644
--- a/_podcast/s14e03-data-strategy-key-principles-and-best-practices.md
+++ b/_podcast/s14e03-data-strategy-key-principles-and-best-practices.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 3
 guests:
 - boyanangelov
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Data-Strategy-Key-Principles-and-Best-Practices---Boyan-Angelov-e24mete
   youtube: jGbfeYdlCiQ
 image: images/podcast/s14e03-data-strategy-key-principles-and-best-practices.jpg
+
+description: "Discover data strategy fundamentals. Learn strategic planning, governance, and aligning data initiatives with business objectives effectively."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Data-Strategy-Key-Principles-and-Best-Practices---Boyan-Angelov-e24mete
   apple: https://podcasts.apple.com/us/podcast/data-strategy-key-principles-and-best-practices-boyan/id1541710331?i=1000614629229
@@ -1133,6 +1136,7 @@ transcript:
   sec: 3512
   time: '58:32'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s14e04-data-access-management.md b/_podcast/s14e04-data-access-management.md
index 0b433f96..fd18feaf 100644
--- a/_podcast/s14e04-data-access-management.md
+++ b/_podcast/s14e04-data-access-management.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 4
 guests:
 - bartvandekerckhove
@@ -6,6 +7,8 @@ ids:
   anchor: ow/datatalksclub/episodes/Data-Access-Management---Bart-Vandekerckhove-e253r4u
   youtube: IiPOIiUy5b4
 image: images/podcast/s14e04-data-access-management.jpg
+
+description: "Learn data access management. Discover security, permissions, governance, and controlling data access across organizations securely."
 links:
   anchor: https://podcasters.spotify.com/pod/pod/show/datatalksclub/episodes/Data-Access-Management---Bart-Vandekerckhove-e253r4u
   apple: https://podcasts.apple.com/us/podcast/data-access-management-bart-vandekerckhove/id1541710331?i=1000615456026
@@ -1038,6 +1041,7 @@ transcript:
   sec: 3441
   time: '57:21'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s14e05-lessons-learned-from-freelancing-and-working-in-start-up.md b/_podcast/s14e05-lessons-learned-from-freelancing-and-working-in-start-up.md
index bf48b028..a0541def 100644
--- a/_podcast/s14e05-lessons-learned-from-freelancing-and-working-in-start-up.md
+++ b/_podcast/s14e05-lessons-learned-from-freelancing-and-working-in-start-up.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - antonisstellas
@@ -6,6 +7,8 @@ ids:
   anchor: ow/datatalksclub/episodes/Lessons-Learned-from-Freelancing-and-Working-in-a-Start-up---Antonis-Stellas-e25g94r
   youtube: -Gj7SaI-QW4
 image: images/podcast/s14e05-lessons-learned-from-freelancing-and-working-in-start-up.jpg
+
+description: "Master lessons from freelancing and startups. Learn flexibility, business skills, and thriving in fast-paced entrepreneurial environments."
 links:
   anchor: https://podcasters.spotify.com/pod/pod/show/datatalksclub/episodes/Lessons-Learned-from-Freelancing-and-Working-in-a-Start-up---Antonis-Stellas-e25g94r
   apple: https://podcasts.apple.com/us/podcast/lessons-learned-from-freelancing-and-working-in-a/id1541710331?i=1000616311575
@@ -972,6 +975,7 @@ transcript:
   sec: 3583
   time: '59:43'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s14e06-data-developer-relations.md b/_podcast/s14e06-data-developer-relations.md
index 4390eeed..16c07ce2 100644
--- a/_podcast/s14e06-data-developer-relations.md
+++ b/_podcast/s14e06-data-developer-relations.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 6
 guests:
 - hugobowneanderson
@@ -6,6 +7,8 @@ ids:
   anchor: ow/datatalksclub/episodes/Data-Developer-Relations---Hugo-Bowne-Anderson-e25q88q
   youtube: z7BvslwVRbQ
 image: images/podcast/s14e06-data-developer-relations.jpg
+
+description: "Discover data developer relations. Learn community building, technical advocacy, and supporting data engineering and ML communities."
 links:
   anchor: https://podcasters.spotify.com/pod/pod/show/datatalksclub/episodes/Data-Developer-Relations---Hugo-Bowne-Anderson-e25q88q
   apple: https://podcasts.apple.com/us/podcast/data-developer-relations-hugo-bowne-anderson/id1541710331?i=1000617298688
@@ -1052,6 +1055,7 @@ transcript:
   sec: 3565
   time: '59:25'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s14e07-from-mlops-to-dataops.md b/_podcast/s14e07-from-mlops-to-dataops.md
index cde94597..f78ef650 100644
--- a/_podcast/s14e07-from-mlops-to-dataops.md
+++ b/_podcast/s14e07-from-mlops-to-dataops.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - santonatuli
@@ -6,6 +7,8 @@ ids:
   anchor: ow/datatalksclub/episodes/From-MLOps-to-DataOps---Santona-Tuli-e25vb0q
   youtube: kSTfhQ_SZgc
 image: images/podcast/s14e07-from-mlops-to-dataops.jpg
+
+description: "Learn transitioning from MLOps to DataOps. Discover operational differences, infrastructure skills, and expanding from ML to data operations."
 links:
   anchor: https://podcasters.spotify.com/pod/pod/show/datatalksclub/episodes/From-MLOps-to-DataOps---Santona-Tuli-e25vb0q
   apple: https://podcasts.apple.com/us/podcast/from-mlops-to-dataops-santona-tuli/id1541710331?i=1000618121008
@@ -991,6 +994,7 @@ transcript:
   sec: 3673
   time: '1:01:13'
   who: Santona
+
 ---
 
 Links:
diff --git a/_podcast/s14e08-from-scratch-to-success-building-mlops-team-and-ml-platform.md b/_podcast/s14e08-from-scratch-to-success-building-mlops-team-and-ml-platform.md
index b752a65f..a80dd444 100644
--- a/_podcast/s14e08-from-scratch-to-success-building-mlops-team-and-ml-platform.md
+++ b/_podcast/s14e08-from-scratch-to-success-building-mlops-team-and-ml-platform.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 8
 guests:
 - simonstiebellehner
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/From-Scratch-to-Success-Building-an-MLOps-Team-and-ML-Platform---Simon-Stiebellehner-e26d01c
   youtube: CB1YIsxQRtc
 image: images/podcast/s14e08-from-scratch-to-success-building-mlops-team-and-ml-platform.jpg
+
+description: "Master building MLOps team and platform from zero. Learn hiring, architecture, and creating successful ML infrastructure organizations."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/From-Scratch-to-Success-Building-an-MLOps-Team-and-ML-Platform---Simon-Stiebellehner-e26d01c
   apple: https://podcasts.apple.com/us/podcast/from-scratch-to-success-building-an-mlops-team-and/id1541710331?i=1000618899065
@@ -1129,6 +1132,7 @@ transcript:
   sec: 3596
   time: '59:56'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s14e09-interpretable-ai-and-ml.md b/_podcast/s14e09-interpretable-ai-and-ml.md
index 6a7bfc8d..a799d58d 100644
--- a/_podcast/s14e09-interpretable-ai-and-ml.md
+++ b/_podcast/s14e09-interpretable-ai-and-ml.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 9
 guests:
 - polinamosolova
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Interpretable-AI-and-ML---Polina-Mosolova-e26hffq
   youtube: EQcY83VA0Us
 image: images/podcast/s14e09-interpretable-ai-and-ml.jpg
+
+description: "Discover interpretable AI and ML. Learn explainability techniques, model transparency, and building trustworthy AI systems stakeholders understand."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Interpretable-AI-and-ML---Polina-Mosolova-e26hffq
   apple: https://podcasts.apple.com/us/podcast/interpretable-ai-and-ml-polina-mosolova/id1541710331?i=1000619926085
@@ -1067,6 +1070,7 @@ transcript:
   sec: 3782
   time: '1:03:02'
   who: Polina
+
 ---
 
 Links:
diff --git a/_podcast/s15e01-why-machine-learning-design-broken.md b/_podcast/s15e01-why-machine-learning-design-broken.md
index 480113c4..eb476a43 100644
--- a/_podcast/s15e01-why-machine-learning-design-broken.md
+++ b/_podcast/s15e01-why-machine-learning-design-broken.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 1
 guests:
 - valeriybabushkin
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Why-Machine-Learning-Design-is-Broken---Valerii-Babushkin-e26rv8o
   youtube: 6YBMU6475KQ
 image: images/podcast/s15e01-why-machine-learning-design-broken.jpg
+
+description: "Learn why ML design is broken. Discover common pitfalls, design anti-patterns, and better approaches to designing ML systems effectively."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Why-Machine-Learning-Design-is-Broken---Valerii-Babushkin-e26rv8o
   apple: https://podcasts.apple.com/us/podcast/why-machine-learning-design-is-broken-valerii-babushkin/id1541710331?i=1000621176183
@@ -926,6 +929,7 @@ transcript:
   sec: 3704
   time: '1:01:44'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s15e02-investing-in-open-source-data-tools.md b/_podcast/s15e02-investing-in-open-source-data-tools.md
index 3e0edf2e..c0037072 100644
--- a/_podcast/s15e02-investing-in-open-source-data-tools.md
+++ b/_podcast/s15e02-investing-in-open-source-data-tools.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 2
 guests:
 - belawiertz
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Investing-in-Open-Source-Data-Tools---Bela-Wiertz-e274dr8
   youtube: 7Bg1JQLnCao
 image: images/podcast/s15e02-investing-in-open-source-data-tools.jpg
+
+description: "Master investing in open source data tools. Learn evaluation criteria, adoption strategies, and leveraging open source for data infrastructure."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Investing-in-Open-Source-Data-Tools---Bela-Wiertz-e274dr8
   apple: https://podcasts.apple.com/us/podcast/investing-in-open-source-data-tools-bela-wiertz/id1541710331?i=1000621912675
@@ -1070,6 +1073,7 @@ transcript:
   sec: 3761
   time: '1:02:41'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s15e03-llms-for-everyone.md b/_podcast/s15e03-llms-for-everyone.md
index 78ff15b0..39ddfbf8 100644
--- a/_podcast/s15e03-llms-for-everyone.md
+++ b/_podcast/s15e03-llms-for-everyone.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 3
 guests:
 - meryemarik
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/LLMs-for-Everyone---Meryem-Arik-e27bouf
   youtube: 6dn6uZFkk04
 image: images/podcast/s15e03-llms-for-everyone.jpg
+
+description: "Discover large language models for everyone. Learn LLM applications, fine-tuning, and democratizing access to powerful language AI technology."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/LLMs-for-Everyone---Meryem-Arik-e27bouf
   apple: https://podcasts.apple.com/us/podcast/llms-for-everyone-meryem-arik/id1541710331?i=1000622675129
@@ -1148,6 +1151,7 @@ transcript:
   sec: 3638
   time: '1:00:38'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s15e04-good-bad-and-ugly-of-gpt.md b/_podcast/s15e04-good-bad-and-ugly-of-gpt.md
index d7cc7b4c..0cd53090 100644
--- a/_podcast/s15e04-good-bad-and-ugly-of-gpt.md
+++ b/_podcast/s15e04-good-bad-and-ugly-of-gpt.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 4
 guests:
 - sandrakublik
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/The-Good--the-Bad-and-the-Ugly-of-GPT---Sandra-Kublik-e27o8r4
   youtube: bM6AR4A-f98
 image: images/podcast/s15e04-good-bad-and-ugly-of-gpt.jpg
+
+description: "Learn GPT's good, bad, and ugly. Discover practical applications, limitations, pitfalls, and realistic expectations for GPT models."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/The-Good--the-Bad-and-the-Ugly-of-GPT---Sandra-Kublik-e27o8r4
   apple: https://podcasts.apple.com/us/podcast/the-good-the-bad-and-the-ugly-of-gpt-sandra-kublik/id1541710331?i=1000623464507
@@ -888,6 +891,7 @@ transcript:
   sec: 3684
   time: '1:01:24'
   who: Sandra
+
 ---
 
 Links:
diff --git a/_podcast/s15e05-mastering-data-engineering-as-remote-worker.md b/_podcast/s15e05-mastering-data-engineering-as-remote-worker.md
index 4f508adb..b59af4d4 100644
--- a/_podcast/s15e05-mastering-data-engineering-as-remote-worker.md
+++ b/_podcast/s15e05-mastering-data-engineering-as-remote-worker.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - josemaria
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Mastering-Data-Engineering-as-a-Remote-Worker---Jos-Mara-Snchez-Salas-e28716c
   youtube: UX7UShEioKc
 image: images/podcast/s15e05-mastering-data-engineering-as-remote-worker.jpg
+
+description: "Master data engineering as remote worker. Learn remote collaboration, productivity, and building successful DE career while working remotely."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Mastering-Data-Engineering-as-a-Remote-Worker---Jos-Mara-Snchez-Salas-e28716c
   apple: https://podcasts.apple.com/us/podcast/mastering-data-engineering-as-a-remote-worker-jos%C3%A9/id1541710331?i=1000624908396
@@ -985,6 +988,7 @@ transcript:
   sec: 3550
   time: '59:10'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s15e06-democratizing-causality.md b/_podcast/s15e06-democratizing-causality.md
index 69310acf..b50b1538 100644
--- a/_podcast/s15e06-democratizing-causality.md
+++ b/_podcast/s15e06-democratizing-causality.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 6
 guests:
 - aleksandermolak
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Democratizing-Causality---Aleksander-Molak-e28e0vh
   youtube: 0I2FHH95Ofs
 image: images/podcast/s15e06-democratizing-causality.jpg
+
+description: "Discover democratizing causal inference. Learn accessible causality methods, tools, and applying causal thinking beyond specialized research."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Democratizing-Causality---Aleksander-Molak-e28e0vh
   apple: https://podcasts.apple.com/us/podcast/democratizing-causality-aleksander-molak/id1541710331?i=1000625694605
@@ -1157,6 +1160,7 @@ transcript:
   sec: 4080
   time: '1:08:00'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s15e07-pragmatic-and-standardized-mlops.md b/_podcast/s15e07-pragmatic-and-standardized-mlops.md
index 639aa8eb..a8e176a0 100644
--- a/_podcast/s15e07-pragmatic-and-standardized-mlops.md
+++ b/_podcast/s15e07-pragmatic-and-standardized-mlops.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - mariavechtomova
@@ -6,6 +7,8 @@ ids:
   anchor: lub/episodes/Pragmatic-and-Standardized-MLOps---Maria-Vechtomova-e292ksv
   youtube: q3DTR3Od1MA
 image: images/podcast/s15e07-pragmatic-and-standardized-mlops.jpg
+
+description: "Master pragmatic MLOps standardization. Learn practical patterns, reusable components, and implementing scalable ML operations effectively."
 links:
   anchor: https://podcasters.spotify.com/datatalksclub/episodes/Pragmatic-and-Standardized-MLOps---Maria-Vechtomova-e292ksv
   apple: https://podcasts.apple.com/us/podcast/pragmatic-and-standardized-mlops-maria-vechtomova/id1541710331?i=1000627227242
@@ -1116,6 +1119,7 @@ transcript:
   sec: 3526
   time: '58:46'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s15e08-from-data-manager-to-data-architect.md b/_podcast/s15e08-from-data-manager-to-data-architect.md
index 77f0dbc6..ec2db1e0 100644
--- a/_podcast/s15e08-from-data-manager-to-data-architect.md
+++ b/_podcast/s15e08-from-data-manager-to-data-architect.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 8
 guests:
 - loicmagnien
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/From-Data-Manager-to-Data-Architect---Loc-Magnien-e29rk73
   youtube: qWG--iYO2uc
 image: images/podcast/s15e08-from-data-manager-to-data-architect.jpg
+
+description: "Learn transition from data manager to architect. Discover technical architecture skills, strategic thinking, and designing data systems at scale."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/From-Data-Manager-to-Data-Architect---Loc-Magnien-e29rk73
   apple: https://podcasts.apple.com/us/podcast/from-data-manager-to-data-architect-lo%C3%AFc-magnien/id1541710331?i=1000629678056
@@ -926,6 +929,7 @@ transcript:
   sec: 3732
   time: '1:02:12'
   who: Loïc
+
 ---
 
 Links:
diff --git a/_podcast/s15e09-data-engineering-for-fraud-prevention.md b/_podcast/s15e09-data-engineering-for-fraud-prevention.md
index d60126ff..b37dbd37 100644
--- a/_podcast/s15e09-data-engineering-for-fraud-prevention.md
+++ b/_podcast/s15e09-data-engineering-for-fraud-prevention.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 9
 guests:
 - angelaramirez
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Data-Engineering-for-Fraud-Prevention---Angela-Ramirez-e29rkab
   youtube: ZXNKjrrKU_I
 image: images/podcast/s15e09-data-engineering-for-fraud-prevention.jpg
+
+description: "Discover data engineering for fraud detection. Learn real-time pipelines, anomaly detection, and building systems that prevent financial fraud."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Data-Engineering-for-Fraud-Prevention---Angela-Ramirez-e29rkab
   apple: https://podcasts.apple.com/us/podcast/data-engineering-for-fraud-prevention-angela-ramirez/id1541710331?i=1000630468398
@@ -1137,6 +1140,7 @@ transcript:
   sec: 3675
   time: '1:01:15'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s16e01-datatalks-club-anniversary-interview.md b/_podcast/s16e01-datatalks-club-anniversary-interview.md
index 2941ab4a..8bcf694c 100644
--- a/_podcast/s16e01-datatalks-club-anniversary-interview.md
+++ b/_podcast/s16e01-datatalks-club-anniversary-interview.md
@@ -7,6 +7,9 @@ ids:
   anchor: atatalksclub/episodes/DataTalks-Club-Anniversary-Interview---Alexey-Grigorev--Johanna-Bayer-e2a5cqo
   youtube: nCqwZT9zA0M
 image: images/podcast/s16e01-datatalks-club-anniversary-interview.jpg
+
+description: "Learn DataTalks.Club anniversary insights. Discover community growth, lessons learned, and future of data science education and networking."
+
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/DataTalks-Club-Anniversary-Interview---Alexey-Grigorev--Johanna-Bayer-e2a5cqo
   apple: https://podcasts.apple.com/us/podcast/datatalks-club-anniversary-interview-alexey-grigorev/id1541710331?i=1000631114088
diff --git a/_podcast/s16e02-bridging-data-science-and-healthcare.md b/_podcast/s16e02-bridging-data-science-and-healthcare.md
index f8dfb2df..b2ce7cd1 100644
--- a/_podcast/s16e02-bridging-data-science-and-healthcare.md
+++ b/_podcast/s16e02-bridging-data-science-and-healthcare.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 2
 guests:
 - elenistamatelou
@@ -6,6 +7,8 @@ ids:
   anchor: datatalksclub/episodes/Bridging-Data-Science-and-Healthcare---Eleni-Stamatelou-e2aegvc
   youtube: pDOwlulDh0c
 image: images/podcast/s16e02-bridging-data-science-and-healthcare.jpg
+
+description: "Master bridging data science with healthcare. Learn medical AI, clinical applications, and improving healthcare outcomes with data science."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Bridging-Data-Science-and-Healthcare---Eleni-Stamatelou-e2aegvc
   apple: https://podcasts.apple.com/us/podcast/bridging-data-science-and-healthcare-eleni-stamatelou/id1541710331?i=1000632040444
@@ -996,6 +999,7 @@ transcript:
   sec: 3585
   time: '59:45'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s16e03-collaborative-data-science-in-business.md b/_podcast/s16e03-collaborative-data-science-in-business.md
index 339c3dd6..bafdbb02 100644
--- a/_podcast/s16e03-collaborative-data-science-in-business.md
+++ b/_podcast/s16e03-collaborative-data-science-in-business.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 3
 guests:
 - ioannismesionis
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Collaborative-Data-Science-in-Business---Ioannis-Mesionis-e2app0c
   youtube: 1pExOVuCF8Q
 image: images/podcast/s16e03-collaborative-data-science-in-business.jpg
+
+description: "Discover collaborative data science in business. Learn cross-functional teamwork, stakeholder management, and delivering business value together."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Collaborative-Data-Science-in-Business---Ioannis-Mesionis-e2app0c
   apple: https://podcasts.apple.com/us/podcast/collaborative-data-science-in-business-ioannis-mesionis/id1541710331?i=1000632860980
@@ -1259,6 +1262,7 @@ transcript:
   sec: 3714
   time: '1:01:54'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s16e04-from-marketing-to-product-owner-in-search.md b/_podcast/s16e04-from-marketing-to-product-owner-in-search.md
index d3c77948..b0053788 100644
--- a/_podcast/s16e04-from-marketing-to-product-owner-in-search.md
+++ b/_podcast/s16e04-from-marketing-to-product-owner-in-search.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 4
 guests:
 - lerakaimashnikova
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/From-Marketing-to-Product-Owner-in-Search---Lera-Kaimashnkova-e2b33qt
   youtube: -HbQQ_bVdfE
 image: images/podcast/s16e04-from-marketing-to-product-owner-in-search.jpg
+
+description: "Learn transition from marketing to search product owner. Discover transferable skills, search technology, and product management in tech."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/From-Marketing-to-Product-Owner-in-Search---Lera-Kaimashnkova-e2b33qt
   apple: https://podcasts.apple.com/us/podcast/from-marketing-to-product-owner-in-search-lera-kaimashn%D1%96kova/id1541710331?i=1000633617858
@@ -965,6 +968,7 @@ transcript:
   sec: 3818
   time: '1:03:38'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s16e05-from-research-scientist-at-amazon-to-machine-learning-ai-consultant.md b/_podcast/s16e05-from-research-scientist-at-amazon-to-machine-learning-ai-consultant.md
index 285cdb26..b1bad7c9 100644
--- a/_podcast/s16e05-from-research-scientist-at-amazon-to-machine-learning-ai-consultant.md
+++ b/_podcast/s16e05-from-research-scientist-at-amazon-to-machine-learning-ai-consultant.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - verenaweber
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/From-a-Research-Scientist-at-Amazon-to-a-Machine-learningAI-Consultant---Verena-Webber-e2bbmgr
   youtube: 4RargY8iOaE
 image: images/podcast/s16e05-from-research-scientist-at-amazon-to-machine-learning-ai-consultant.jpg
+
+description: "Master career change from Amazon research scientist to ML consultant. Learn independence, consulting skills, and thriving as AI consultant."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/From-a-Research-Scientist-at-Amazon-to-a-Machine-learningAI-Consultant---Verena-Webber-e2bbmgr
   apple: https://podcasts.apple.com/us/podcast/from-a-research-scientist-at-amazon-to-a/id1541710331?i=1000634411188
@@ -1219,6 +1222,7 @@ transcript:
   sec: 3656
   time: '1:00:56'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s16e06-unwritten-rules-for-success-in-machine-learning.md b/_podcast/s16e06-unwritten-rules-for-success-in-machine-learning.md
index 77a36bfb..1c4b9455 100644
--- a/_podcast/s16e06-unwritten-rules-for-success-in-machine-learning.md
+++ b/_podcast/s16e06-unwritten-rules-for-success-in-machine-learning.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 6
 guests:
 - jackblandin
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/The-Unwritten-Rules-for-Success-in-Machine-Learning---Jack-Blandin-e2bojjk
   youtube: su2M058m3Lw
 image: images/podcast/s16e06-unwritten-rules-for-success-in-machine-learning.jpg
+
+description: "Discover unwritten ML success rules. Learn insider knowledge, career navigation, and hidden factors for thriving in machine learning field."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/The-Unwritten-Rules-for-Success-in-Machine-Learning---Jack-Blandin-e2bojjk
   apple: https://podcasts.apple.com/us/podcast/the-unwritten-rules-for-success-in-machine-learning/id1541710331?i=1000635206953
@@ -1124,6 +1127,7 @@ transcript:
   sec: 3216
   time: '53:36'
   who: Jack
+
 ---
 
 Links:
diff --git a/_podcast/s16e07-cracking-code-machine-learning-made-understandable.md b/_podcast/s16e07-cracking-code-machine-learning-made-understandable.md
index b7875837..199672cc 100644
--- a/_podcast/s16e07-cracking-code-machine-learning-made-understandable.md
+++ b/_podcast/s16e07-cracking-code-machine-learning-made-understandable.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - christophmolnar
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Cracking-the-Code-Machine-Learning-Made-Understandable---Christoph-Molnar-e2c10n4
   youtube: LBuGzyOkx7c
 image: images/podcast/s16e07-cracking-code-machine-learning-made-understandable.jpg
+
+description: "Master making ML understandable. Learn communication strategies, simplification techniques, and explaining complex ML concepts to any audience."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Cracking-the-Code-Machine-Learning-Made-Understandable---Christoph-Molnar-e2c10n4
   apple: https://podcasts.apple.com/us/podcast/cracking-the-code-machine-learning-made/id1541710331?i=1000636448000
@@ -1199,6 +1202,7 @@ transcript:
   sec: 3422
   time: '57:02'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s16e08-ai-for-digital-health.md b/_podcast/s16e08-ai-for-digital-health.md
index 4aae4e19..d561ddef 100644
--- a/_podcast/s16e08-ai-for-digital-health.md
+++ b/_podcast/s16e08-ai-for-digital-health.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 8
 guests:
 - mariabruckert
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/AI-for-Digital-Health---Maria-Bruckert-e2cejoc
   youtube: whpkDmVVGUE
 image: images/podcast/s16e08-ai-for-digital-health.jpg
+
+description: "Learn AI for digital health applications. Discover wearables, health monitoring, and applying AI to improve personal and public health."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/AI-for-Digital-Health---Maria-Bruckert-e2cejoc
   apple: https://podcasts.apple.com/us/podcast/ai-for-digital-health-maria-bruckert/id1541710331?i=1000637212773
@@ -1056,6 +1059,7 @@ transcript:
   sec: 3147
   time: '52:27'
   who: Maria
+
 ---
 
 Links:
diff --git a/_podcast/s16e09-become-data-freelancer.md b/_podcast/s16e09-become-data-freelancer.md
index d9e5664f..cb61faf9 100644
--- a/_podcast/s16e09-become-data-freelancer.md
+++ b/_podcast/s16e09-become-data-freelancer.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 9
 guests:
 - dimitrivisnadi
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Become-a-Data-Freelancer---Dimitri-Visnadi-e2cslo2
   youtube: R_EnSa9aZtE
 image: images/podcast/s16e09-become-data-freelancer.jpg
+
+description: "Discover becoming data freelancer. Learn starting freelance career, finding clients, and building sustainable data science consulting business."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Become-a-Data-Freelancer---Dimitri-Visnadi-e2cslo2
   apple: https://podcasts.apple.com/us/podcast/become-a-data-freelancer-dimitri-visnadi/id1541710331?i=1000637962993
@@ -1194,6 +1197,7 @@ transcript:
   sec: 3680
   time: '1:01:20'
   who: Dimitri
+
 ---
 
 Links:
diff --git a/_podcast/s17e01-entrepreneurship-journey-from-freelancing-to-starting-company.md b/_podcast/s17e01-entrepreneurship-journey-from-freelancing-to-starting-company.md
index f5d1c82c..a1d9b11d 100644
--- a/_podcast/s17e01-entrepreneurship-journey-from-freelancing-to-starting-company.md
+++ b/_podcast/s17e01-entrepreneurship-journey-from-freelancing-to-starting-company.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 1
 guests:
 - adrianbrudaru
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/The-Entrepreneurship-Journey-From-Freelancing-to-Starting-a-Company---Adrian-Brudaru-e2cut0k
   youtube: vOpEQiCsaLw
 image: images/podcast/s17e01-entrepreneurship-journey-from-freelancing-to-starting-company.jpg
+
+description: "Learn entrepreneurship journey from freelancing to startup. Discover scaling from solo consultant to company founder in data space."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/The-Entrepreneurship-Journey-From-Freelancing-to-Starting-a-Company---Adrian-Brudaru-e2cut0k
   apple: https://podcasts.apple.com/us/podcast/the-entrepreneurship-journey-from-freelancing-to/id1541710331?i=1000638715212
@@ -1171,6 +1174,7 @@ transcript:
   sec: 3696
   time: '1:01:36'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s17e02-searching-beyond-surface-navigating-challenges-and-innovations-in-search-technologies.md b/_podcast/s17e02-searching-beyond-surface-navigating-challenges-and-innovations-in-search-technologies.md
index 875061c3..3f1ed4f2 100644
--- a/_podcast/s17e02-searching-beyond-surface-navigating-challenges-and-innovations-in-search-technologies.md
+++ b/_podcast/s17e02-searching-beyond-surface-navigating-challenges-and-innovations-in-search-technologies.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 2
 guests:
 - atitaarora
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Navigating-Challenges-and-Innovations-in-Search-Technologies---Atita-Arora-e2d7rps
   youtube: _fbe1QyJ1PY
 image: images/podcast/s17e02-searching-beyond-surface-navigating-challenges-and-innovations-in-search-technologies.jpg
+
+description: "Master modern search technologies. Learn search innovation, challenges, and building effective search systems beyond basic keyword matching."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Navigating-Challenges-and-Innovations-in-Search-Technologies---Atita-Arora-e2d7rps
   apple: https://podcasts.apple.com/us/podcast/navigating-challenges-and-innovations-in-search/id1541710331?i=1000639476594
@@ -1131,6 +1134,7 @@ transcript:
   sec: 3668
   time: '1:01:08'
   who: Atita
+
 ---
 
 Links:
diff --git a/_podcast/s17e03-stock-market-analysis-with-python-and-machine-learning.md b/_podcast/s17e03-stock-market-analysis-with-python-and-machine-learning.md
index 18c2251b..15367a0a 100644
--- a/_podcast/s17e03-stock-market-analysis-with-python-and-machine-learning.md
+++ b/_podcast/s17e03-stock-market-analysis-with-python-and-machine-learning.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 3
 guests:
 - ivanbrigida
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Stock-Market-Analysis-with-Python-and-Machine-Learning---Ivan-Brigida-e2e6ph2
   youtube: NThHAEIazFk
 image: images/podcast/s17e03-stock-market-analysis-with-python-and-machine-learning.jpg
+
+description: "Discover stock market analysis with Python and ML. Learn financial modeling, algorithmic trading, and applying ML to market prediction."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Stock-Market-Analysis-with-Python-and-Machine-Learning---Ivan-Brigida-e2e6ph2
   apple: https://podcasts.apple.com/us/podcast/stock-market-analysis-with-python-and-machine/id1541710331?i=1000641465239
@@ -1000,6 +1003,7 @@ transcript:
   sec: 3735
   time: '1:02:15'
   who: Ivan
+
 ---
 
 Links:
diff --git a/_podcast/s17e04-bayesian-modeling-and-probabilistic-programming.md b/_podcast/s17e04-bayesian-modeling-and-probabilistic-programming.md
index 981ee402..fd8a0bc9 100644
--- a/_podcast/s17e04-bayesian-modeling-and-probabilistic-programming.md
+++ b/_podcast/s17e04-bayesian-modeling-and-probabilistic-programming.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 4
 guests:
 - robzinkov
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Bayesian-Modeling-and-Probabilistic-Programming---Rob-Zinkov-e2dokr5
   youtube: kcKvUSInm-M
 image: images/podcast/s17e04-bayesian-modeling-and-probabilistic-programming.jpg
+
+description: "Master Bayesian modeling and probabilistic programming. Learn PyMC, uncertainty quantification, and building probabilistic ML systems."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Bayesian-Modeling-and-Probabilistic-Programming---Rob-Zinkov-e2dokr5
   apple: https://podcasts.apple.com/us/podcast/bayesian-modeling-and-probabilistic-programming-rob/id1541710331?i=1000642253191
@@ -1169,6 +1172,7 @@ transcript:
   sec: 4009
   time: '1:06:49'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s17e05-machine-learning-engineering-in-finance.md b/_podcast/s17e05-machine-learning-engineering-in-finance.md
index 1843b0e8..2900665a 100644
--- a/_podcast/s17e05-machine-learning-engineering-in-finance.md
+++ b/_podcast/s17e05-machine-learning-engineering-in-finance.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - nemanjaradojkovic
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Machine-Learning-Engineering-in-Finance---Nemanja-Radojkovic-e2evai8
   youtube: Nl4aibeFwiI
 image: images/podcast/s17e05-machine-learning-engineering-in-finance.jpg
+
+description: "Learn ML engineering in finance. Discover financial ML applications, risk modeling, and building production ML systems for fintech."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Machine-Learning-Engineering-in-Finance---Nemanja-Radojkovic-e2evai8
   apple: https://podcasts.apple.com/us/podcast/machine-learning-engineering-in-finance-nemanja-radojkovic/id1541710331?i=1000643322929
@@ -1179,6 +1182,7 @@ transcript:
   sec: 3579
   time: '59:39'
   who: Nemanja
+
 ---
 
 Links:
diff --git a/_podcast/s17e06-accelerating-job-hunt-for-perfect-job-in-tech.md b/_podcast/s17e06-accelerating-job-hunt-for-perfect-job-in-tech.md
index 9952333e..a4f6f2b6 100644
--- a/_podcast/s17e06-accelerating-job-hunt-for-perfect-job-in-tech.md
+++ b/_podcast/s17e06-accelerating-job-hunt-for-perfect-job-in-tech.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 6
 guests:
 - sarahmestiri
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Accelerating-The-Job-Hunt-for-The-Perfect-Job-in-Tech---Sarah-Mestiri-e2f93r6
   youtube: PchwbIs0tOg
 image: images/podcast/s17e06-accelerating-job-hunt-for-perfect-job-in-tech.jpg
+
+description: "Discover accelerating tech job search. Learn efficient job hunting, interview prep, and landing perfect role in data science and ML."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Accelerating-The-Job-Hunt-for-The-Perfect-Job-in-Tech---Sarah-Mestiri-e2f93r6
   apple: https://podcasts.apple.com/us/podcast/accelerating-the-job-hunt-for-the-perfect-job-in/id1541710331?i=1000643971899
@@ -1051,6 +1054,7 @@ transcript:
   sec: 3797
   time: '1:03:17'
   who: Sarah
+
 ---
 
 Links:
diff --git a/_podcast/s17e07-make-impact-through-volunteering-open-source-work.md b/_podcast/s17e07-make-impact-through-volunteering-open-source-work.md
index 66c3ee6b..245e2d89 100644
--- a/_podcast/s17e07-make-impact-through-volunteering-open-source-work.md
+++ b/_podcast/s17e07-make-impact-through-volunteering-open-source-work.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - saraelateif
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Make-an-Impact-Through-Volunteering-Open-Source-Work---Sara-EL-ATEIF-e2g4dan
   youtube: aHdaIwOEI8Q
 image: images/podcast/s17e07-make-impact-through-volunteering-open-source-work.jpg
+
+description: "Master making impact through volunteering and open source. Learn contributing meaningfully, building portfolio, and giving back to community."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Make-an-Impact-Through-Volunteering-Open-Source-Work---Sara-EL-ATEIF-e2g4dan
   apple: https://podcasts.apple.com/us/podcast/make-an-impact-through-volunteering-open-source-work/id1541710331?i=1000646627892
@@ -1209,6 +1212,7 @@ transcript:
   sec: 3677
   time: '1:01:17'
   who: Sara
+
 ---
 
 Links:
diff --git a/_podcast/s17e08-building-machine-learning-products.md b/_podcast/s17e08-building-machine-learning-products.md
index 065975f1..38384406 100644
--- a/_podcast/s17e08-building-machine-learning-products.md
+++ b/_podcast/s17e08-building-machine-learning-products.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 8
 guests:
 - reemmahmoud
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Building-Machine-Learning-Products---Reem-Mahmoud-e2gttcd
   youtube: m45tNY-8gY8
 image: images/podcast/s17e08-building-machine-learning-products.jpg
+
+description: "Learn building successful ML products. Discover product thinking, user research, and creating ML solutions that users love and adopt."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Building-Machine-Learning-Products---Reem-Mahmoud-e2gttcd
   apple: https://podcasts.apple.com/us/podcast/building-machine-learning-products-reem-mahmoud/id1541710331?i=1000649393833
@@ -1059,6 +1062,7 @@ transcript:
   sec: 4030
   time: '1:07:10'
   who: Daniel
+
 ---
 
 Links:
diff --git a/_podcast/s17e09-building-production-search-systems.md b/_podcast/s17e09-building-production-search-systems.md
index 9356b5e9..777f6797 100644
--- a/_podcast/s17e09-building-production-search-systems.md
+++ b/_podcast/s17e09-building-production-search-systems.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 9
 guests:
 - danielsvonava
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Building-Production-Search-Systems---Daniel-Svonava-e2hccnh
   youtube: gEmSrknGKDE
 image: images/podcast/s17e09-building-production-search-systems.jpg
+
+description: "Master building production search systems. Learn search architecture, relevance, and deploying scalable search solutions for real applications."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Building-Production-Search-Systems---Daniel-Svonava-e2hccnh
   apple: https://podcasts.apple.com/us/podcast/building-production-search-systems-daniel-svonava/id1541710331?i=1000650138905
@@ -1059,6 +1062,7 @@ transcript:
   sec: 4030
   time: '1:07:10'
   who: Daniel
+
 ---
 
 Links:
diff --git a/_podcast/s18e01-inclusive-data-leadership-coaching.md b/_podcast/s18e01-inclusive-data-leadership-coaching.md
index 2def6f8f..01eff6c0 100644
--- a/_podcast/s18e01-inclusive-data-leadership-coaching.md
+++ b/_podcast/s18e01-inclusive-data-leadership-coaching.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 1
 guests:
 - terezaiofciu
@@ -10,6 +11,8 @@ ids:
     conditions readings: temperature, humidity, and wood moisture. '
   youtube: Z4vOTgzLkJQ
 image: images/podcast/s18e01-inclusive-data-leadership-coaching.jpg
+
+description: "Discover inclusive data leadership and coaching. Learn building diverse teams, equitable practices, and leading with inclusion in data science."
 links:
   apple: https://podcasts.apple.com/us/podcast/inclusive-data-leadership-coaching-tereza-iofciu/id1541710331?i=1000650865043
   spotify: https://open.spotify.com/episode/3zVzlQ0NmAVCtaFQXbqvHE?si=sSZhU-KXRamv2x5YZCDxAg
@@ -1118,6 +1121,7 @@ transcript:
   sec: 3481
   time: '58:01'
   who: Tereza
+
 ---
 
 Links:
diff --git a/_podcast/s18e02-knowledge-graphs-and-llms-across-academia-and-industry.md b/_podcast/s18e02-knowledge-graphs-and-llms-across-academia-and-industry.md
index 2660685a..05fb832a 100644
--- a/_podcast/s18e02-knowledge-graphs-and-llms-across-academia-and-industry.md
+++ b/_podcast/s18e02-knowledge-graphs-and-llms-across-academia-and-industry.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 2
 guests:
 - anahitapakiman
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Knowledge-Graphs-and-LLMs-Across-Academia-and-Industry---Anahita-Pakiman-e2hpo20
   youtube: YncdlUscUOo
 image: images/podcast/s18e02-knowledge-graphs-and-llms-across-academia-and-industry.jpg
+
+description: "Master knowledge graphs and LLMs. Learn combining structured knowledge with language models across academic research and industry applications."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Knowledge-Graphs-and-LLMs-Across-Academia-and-Industry---Anahita-Pakiman-e2hpo20
   apple: https://podcasts.apple.com/us/podcast/knowledge-graphs-and-llms-across-academia-and/id1541710331?i=1000651561079
@@ -1045,6 +1048,7 @@ transcript:
   sec: 3664
   time: '1:01:04'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s18e03-ai-for-ecology-biodiversity-and-conservation.md b/_podcast/s18e03-ai-for-ecology-biodiversity-and-conservation.md
index 6f597eac..8cfe2158 100644
--- a/_podcast/s18e03-ai-for-ecology-biodiversity-and-conservation.md
+++ b/_podcast/s18e03-ai-for-ecology-biodiversity-and-conservation.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 3
 guests:
 - tanyabergerwolf
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/AI-for-Ecology--Biodiversity--and-Conservation---Tanya-Berger-Wolf-e2inadi
   youtube: 30tTrozbAkg
 image: images/podcast/s18e03-ai-for-ecology-biodiversity-and-conservation.jpg
+
+description: "Learn AI for ecology and conservation. Discover environmental applications, biodiversity monitoring, and using ML for planetary health."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/AI-for-Ecology--Biodiversity--and-Conservation---Tanya-Berger-Wolf-e2inadi
   apple: https://podcasts.apple.com/us/podcast/ai-for-ecology-biodiversity-and-conservation-tanya/id1541710331?i=1000653709956
@@ -14,6 +17,7 @@ links:
 season: 18
 short: AI for Ecology, Biodiversity, and Conservation
 title: AI for Ecology, Biodiversity, and Conservation
+
 ---
 
 Links:
diff --git a/_podcast/s18e04-working-in-open-source-probabl-ai-and-sklearn.md b/_podcast/s18e04-working-in-open-source-probabl-ai-and-sklearn.md
index 1525bfde..5aa27560 100644
--- a/_podcast/s18e04-working-in-open-source-probabl-ai-and-sklearn.md
+++ b/_podcast/s18e04-working-in-open-source-probabl-ai-and-sklearn.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 4
 guests:
 - vincentwarmerdam
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Working-in-Open-Source---Probabl-ai-and-sklearn---Vincent-Warmerdam-e2j78fs
   youtube: UPlIETGwTg8
 image: images/podcast/s18e04-working-in-open-source-probabl-ai-and-sklearn.jpg
+
+description: "Discover working in open source at Probabl and scikit-learn. Learn open source career, community contribution, and maintaining major ML libraries."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Working-in-Open-Source---Probabl-ai-and-sklearn---Vincent-Warmerdam-e2j78fs
   apple: https://podcasts.apple.com/us/podcast/working-in-open-source-probabl-ai-and-sklearn-vincent/id1541710331?i=1000654481795
@@ -849,6 +852,7 @@ transcript:
   time: '1:01:55'
   who: Alexey
 
+
 ---
 
 Links:
diff --git a/_podcast/s18e05-community-building-and-teaching-in-ai-tech.md b/_podcast/s18e05-community-building-and-teaching-in-ai-tech.md
index d8971046..a8300e2d 100644
--- a/_podcast/s18e05-community-building-and-teaching-in-ai-tech.md
+++ b/_podcast/s18e05-community-building-and-teaching-in-ai-tech.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - erumafzal
@@ -6,6 +7,8 @@ ids:
   anchor: lub/episodes/Community-Building-and-Teaching-in-AI--Tech---Erum-Afzal-e2jg61r
   youtube: 7SLd5V7z3xQ
 image: images/podcast/s18e05-community-building-and-teaching-in-ai-tech.jpg
+
+description: "Master community building and teaching in AI. Learn education strategies, community growth, and making AI accessible through teaching."
 links:
   anchor: https://podcasters.spotify.com/datatalksclub/episodes/Community-Building-and-Teaching-in-AI--Tech---Erum-Afzal-e2jg61r
   apple: https://podcasts.apple.com/us/podcast/community-building-and-teaching-in-ai-tech-erum-afzal/id1541710331?i=1000655187649
@@ -539,6 +542,7 @@ transcript:
   sec: 3508
   time: '58:28'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s18e07-building-domestic-risk-assessment-tool.md b/_podcast/s18e07-building-domestic-risk-assessment-tool.md
index 594a0ac7..bf48d03a 100644
--- a/_podcast/s18e07-building-domestic-risk-assessment-tool.md
+++ b/_podcast/s18e07-building-domestic-risk-assessment-tool.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - sabinafirtala
@@ -6,6 +7,8 @@ ids:
   anchor: lub/episodes/Building-a-Domestic-Risk-Assessment-Tool---Sabina-Firtala-e2lr92i
   youtube: CpWlBAmD9ok
 image: images/podcast/s18e07-building-domestic-risk-assessment-tool.jpg
+
+description: "Learn building domestic risk assessment tools. Discover social impact tech, safety applications, and responsible AI for vulnerable populations."
 links:
   anchor: https://podcasters.spotify.com/datatalksclub/episodes/Building-a-Domestic-Risk-Assessment-Tool---Sabina-Firtala-e2lr92i
   apple: https://podcasts.apple.com/us/podcast/building-a-domestic-risk-assessment-tool-sabina-firtala/id1541710331?i=1000662124309
@@ -14,6 +17,7 @@ links:
 season: 18
 short: Building a Domestic Risk Assessment Tool
 title: Building a Domestic Risk Assessment Tool
+
 ---
 
 Links:
diff --git a/_podcast/s18e09-dataops-observability-and-cure-for-data-team-blues.md b/_podcast/s18e09-dataops-observability-and-cure-for-data-team-blues.md
index a07a87d7..db660b1b 100644
--- a/_podcast/s18e09-dataops-observability-and-cure-for-data-team-blues.md
+++ b/_podcast/s18e09-dataops-observability-and-cure-for-data-team-blues.md
@@ -6,6 +6,9 @@ ids:
   anchor: atatalksclub/episodes/DataOps--Observability--and-The-Cure-for-Data-Team-Blues---Christopher-Bergh-e2n775f
   youtube: HzGpIxV8HtA
 image: images/podcast/s18e09-dataops-observability-and-cure-for-data-team-blues.jpg
+
+description: "Master DataOps and observability. Learn monitoring data systems, preventing failures, and curing common data team challenges effectively."
+
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/DataOps--Observability--and-The-Cure-for-Data-Team-Blues---Christopher-Bergh-e2n775f
   apple: https://podcasts.apple.com/us/podcast/dataops-observability-and-the-cure-for-data-team/id1541710331?i=1000665429770
diff --git a/_podcast/s19e01-using-data-to-create-liveable-cities.md b/_podcast/s19e01-using-data-to-create-liveable-cities.md
index b3832b01..93aed50a 100644
--- a/_podcast/s19e01-using-data-to-create-liveable-cities.md
+++ b/_podcast/s19e01-using-data-to-create-liveable-cities.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 1
 guests:
 - rachellim
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Using-Data-to-Create-Liveable-Cities---Rachel-Lim-e2qecup
   youtube: VXQIGHUWeL0
 image: images/podcast/s19e01-using-data-to-create-liveable-cities.jpg
+
+description: "Discover using data for liveable cities. Learn urban analytics, smart city applications, and improving city life through data science."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Using-Data-to-Create-Liveable-Cities---Rachel-Lim-e2qecup
   apple: https://podcasts.apple.com/us/podcast/using-data-to-create-liveable-cities-rachel-lim/id1541710331?i=1000675373908
@@ -776,6 +779,7 @@ transcript:
   sec: 3208
   time: '53:28'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s19e02-human-centered-ai-for-disordered-speech-recognition.md b/_podcast/s19e02-human-centered-ai-for-disordered-speech-recognition.md
index 302b97c8..389febd0 100644
--- a/_podcast/s19e02-human-centered-ai-for-disordered-speech-recognition.md
+++ b/_podcast/s19e02-human-centered-ai-for-disordered-speech-recognition.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 2
 guests:
 - katarzynaforemniak
@@ -6,6 +7,8 @@ ids:
   anchor: atatalksclub/episodes/Human-Centered-AI-for-Disordered-Speech-Recognition---Katarzyna-Foremniak-e2p8360
   youtube: yTZ4cddD7DU
 image: images/podcast/s19e02-human-centered-ai-for-disordered-speech-recognition.jpg
+
+description: "Master human-centered AI for speech disorders. Learn accessibility technology, inclusive AI, and building assistive ML for speech recognition."
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Human-Centered-AI-for-Disordered-Speech-Recognition---Katarzyna-Foremniak-e2p8360
   apple: https://podcasts.apple.com/us/podcast/human-centered-ai-for-disordered-speech-recognition/id1541710331?i=1000671805368
@@ -797,6 +800,7 @@ transcript:
   who: Katarzyna
 
 
+
 ---
 
 Links:
diff --git a/_podcast/s19e03-datatalks-club-anniversary-podcast.md b/_podcast/s19e03-datatalks-club-anniversary-podcast.md
index 40e22d6c..b793bdb5 100644
--- a/_podcast/s19e03-datatalks-club-anniversary-podcast.md
+++ b/_podcast/s19e03-datatalks-club-anniversary-podcast.md
@@ -6,6 +6,9 @@ ids:
   anchor: atatalksclub/episodes/DataTalks-Club-4th-Anniversary-AMA-Podcast--Alexey-Grigorev-and-Johanna-Bayer-e2q3ch2
   youtube: GHbeXIKnkLQ
 image: images/podcast/s19e03-datatalks-club-anniversary-podcast.jpg
+
+description: "Learn DataTalks.Club anniversary reflections. Discover community milestones, member stories, and celebrating data science community growth."
+
 links:
   anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/DataTalks-Club-4th-Anniversary-AMA-Podcast--Alexey-Grigorev-and-Johanna-Bayer-e2q3ch2
   apple: https://podcasts.apple.com/us/podcast/datatalks-club-4th-anniversary-ama-podcast-alexey-grigorev/id1541710331?i=1000674473200
diff --git a/_podcast/s19e04-mlops-as-team.md b/_podcast/s19e04-mlops-as-team.md
index 210a1220..78f3c196 100644
--- a/_podcast/s19e04-mlops-as-team.md
+++ b/_podcast/s19e04-mlops-as-team.md
@@ -6,6 +6,9 @@ ids:
   anchor: atalksclub/episodes/MLOps-as-a-Team---Raphal-Hoogvliets-e2qnnu5/a-abkcdlr
   youtube: rMq63r3zi4c
 image: images/podcast/s19e04-mlops-as-team.jpg
+
+description: "Discover MLOps as team discipline. Learn collaborative ML operations, team structure, and building effective MLOps practices together."
+
 links:
   anchor: https://creators.spotify.com/pod/show/datatalksclub/episodes/MLOps-as-a-Team---Raphal-Hoogvliets-e2qnnu5/a-abkcdlr
   apple: https://podcasts.apple.com/us/podcast/mlops-as-a-team-rapha%C3%ABl-hoogvliets/id1541710331?i=1000676238840
diff --git a/_podcast/s19e05-large-hadron-collider-and-mentorship.md b/_podcast/s19e05-large-hadron-collider-and-mentorship.md
index 629b54b6..866374c9 100644
--- a/_podcast/s19e05-large-hadron-collider-and-mentorship.md
+++ b/_podcast/s19e05-large-hadron-collider-and-mentorship.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - anastasiakaravdina
@@ -6,6 +7,8 @@ ids:
   anchor: atalksclub/episodes/Large-Hadron-Collider-and-Mentorship--Anastasia-Karavdina-e2rc2bj/a-abl5fth
   youtube: kV0ZDy2UtJA
 image: images/podcast/s19e05-large-hadron-collider-and-mentorship.jpg
+
+description: "Master insights from Large Hadron Collider and mentorship. Learn big science data, physics computing, and effective mentoring in research."
 links:
   anchor: https://creators.spotify.com/pod/show/datatalksclub/episodes/Large-Hadron-Collider-and-Mentorship--Anastasia-Karavdina-e2rc2bj/a-abl5fth
   apple: https://podcasts.apple.com/us/podcast/large-hadron-collider-and-mentorship-anastasia-karavdina/id1541710331?i=1000677930293
@@ -880,6 +883,7 @@ transcript:
   sec: 3682
   time: '1:01:22'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s19e06-ai-in-industry-trust-return-on-investment-and-future.md b/_podcast/s19e06-ai-in-industry-trust-return-on-investment-and-future.md
index 8a7661c8..7e6f56e8 100644
--- a/_podcast/s19e06-ai-in-industry-trust-return-on-investment-and-future.md
+++ b/_podcast/s19e06-ai-in-industry-trust-return-on-investment-and-future.md
@@ -6,6 +6,9 @@ ids:
   anchor: atalksclub/episodes/AI-in-Industry-Trust--Return-on-Investment-and-Future---Maria-Sukhareva-e2rp9f8
   youtube: bT7-HRNCltk
 image: images/podcast/s19e06-ai-in-industry-trust-return-on-investment-and-future.jpg
+
+description: "Learn AI in industry fundamentals. Discover building trust, measuring ROI, and future trends for successful industrial AI implementations."
+
 links:
   anchor: https://creators.spotify.com/pod/show/datatalksclub/episodes/AI-in-Industry-Trust--Return-on-Investment-and-Future---Maria-Sukhareva-e2rp9f8
   apple: https://podcasts.apple.com/us/podcast/ai-in-industry-trust-return-on-investment-and-future/id1541710331?i=1000679505962
diff --git a/_podcast/s19e07-career-advice-learning-and-featuring-women-in-ml-and-ai.md b/_podcast/s19e07-career-advice-learning-and-featuring-women-in-ml-and-ai.md
index 7e425f92..b812b549 100644
--- a/_podcast/s19e07-career-advice-learning-and-featuring-women-in-ml-and-ai.md
+++ b/_podcast/s19e07-career-advice-learning-and-featuring-women-in-ml-and-ai.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - isabellabicalho
@@ -6,6 +7,8 @@ ids:
   anchor: atalksclub/episodes/Career-advice--learning--and-featuring-women-in-ML-and-AI---Isabella-Bicalho-e2s3ura
   youtube: GifY8Zn-pnU
 image: images/podcast/s19e07-career-advice-learning-and-featuring-women-in-ml-and-ai.jpg
+
+description: "Master career advice for women in ML and AI. Learn navigating tech careers, continuous learning, and supporting women in technology."
 links:
   anchor: https://creators.spotify.com/pod/show/datatalksclub/episodes/Career-advice--learning--and-featuring-women-in-ML-and-AI---Isabella-Bicalho-e2s3ura
   apple: https://podcasts.apple.com/us/podcast/career-advice-learning-and-featuring-women-in-ml-and/id1541710331?i=1000680294201
@@ -954,6 +957,7 @@ transcript:
   sec: 3822
   time: '1:03:42'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s19e08-career-choices-transitions-and-promotions-in-and-out-of-tech.md b/_podcast/s19e08-career-choices-transitions-and-promotions-in-and-out-of-tech.md
index 2cecb36f..99aaa1c7 100644
--- a/_podcast/s19e08-career-choices-transitions-and-promotions-in-and-out-of-tech.md
+++ b/_podcast/s19e08-career-choices-transitions-and-promotions-in-and-out-of-tech.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 8
 guests:
 - agitajaunzeme
@@ -6,6 +7,8 @@ ids:
   anchor: atalksclub/episodes/Career-choices--transitions-and-promotions-in-and-out-of-tech---Agita-Jaunzeme-e2t05nv
   youtube: QKWu5-6_6TE
 image: images/podcast/s19e08-career-choices-transitions-and-promotions-in-and-out-of-tech.jpg
+
+description: "Discover career choices and transitions in tech. Learn changing roles, promotion strategies, and navigating career moves inside and outside tech."
 links:
   anchor: https://creators.spotify.com/pod/show/datatalksclub/episodes/Career-choices--transitions-and-promotions-in-and-out-of-tech---Agita-Jaunzeme-e2t05nv
   apple: https://podcasts.apple.com/us/podcast/career-choices-transitions-and-promotions-in-and-out/id1541710331?i=1000683499310
@@ -1021,6 +1024,7 @@ transcript:
   sec: 3706
   time: '1:01:46'
   who: Agita
+
 ---
 
 Links:
diff --git a/_podcast/s19e09-linguistics-and-fairness.md b/_podcast/s19e09-linguistics-and-fairness.md
index 25596388..682641b1 100644
--- a/_podcast/s19e09-linguistics-and-fairness.md
+++ b/_podcast/s19e09-linguistics-and-fairness.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 9
 guests:
 - tamaraatanasoska
@@ -6,6 +7,8 @@ ids:
   anchor: atalksclub/episodes/Linguistics-and-Fairness---Tamara-Atanasoska-e2thdk0
   youtube: sXU9vMDBjmk
 image: images/podcast/s19e09-linguistics-and-fairness.jpg
+
+description: "Master linguistics and fairness in NLP. Learn language bias, fair AI, and building equitable natural language processing systems."
 links:
   anchor: https://creators.spotify.com/pod/show/datatalksclub/episodes/Linguistics-and-Fairness---Tamara-Atanasoska-e2thdk0
   apple: https://podcasts.apple.com/us/podcast/linguistics-and-fairness-tamara-atanasoska/id1541710331?i=1000684411354
@@ -896,6 +899,7 @@ transcript:
   sec: 3554
   time: '59:14'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s20e01-trends-in-ai-infrastructure.md b/_podcast/s20e01-trends-in-ai-infrastructure.md
index 663c6376..a4f857bc 100644
--- a/_podcast/s20e01-trends-in-ai-infrastructure.md
+++ b/_podcast/s20e01-trends-in-ai-infrastructure.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 1
 guests:
 - andreycheptsov
@@ -6,6 +7,8 @@ ids:
   anchor: atalksclub/episodes/Redefining-AI-Infrastructure-Open-Source--Chips--and-the-Future-Beyond-Kubernetes--Andrey-Cheptsov-e2u7lc2
   youtube: 1aMuynlLM3o
 image: images/podcast/s20e01-trends-in-ai-infrastructure.jpg
+
+description: "Learn latest trends in AI infrastructure. Discover emerging tools, platforms, and architectural patterns shaping future of ML infrastructure."
 links:
   anchor: https://creators.spotify.com/pod/show/datatalksclub/episodes/Redefining-AI-Infrastructure-Open-Source--Chips--and-the-Future-Beyond-Kubernetes--Andrey-Cheptsov-e2u7lc2
   apple: https://podcasts.apple.com/us/podcast/redefining-ai-infrastructure-open-source-chips-and/id1541710331?i=1000687565459
@@ -844,6 +847,7 @@ transcript:
   sec: 3964
   time: '1:06:04'
   who: Andrey
+
 ---
 
 Links:
diff --git a/_podcast/s20e02-competitive-machine-learning-and-teaching.md b/_podcast/s20e02-competitive-machine-learning-and-teaching.md
index 4511e5bb..eda6c389 100644
--- a/_podcast/s20e02-competitive-machine-learning-and-teaching.md
+++ b/_podcast/s20e02-competitive-machine-learning-and-teaching.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 2
 guests:
 - alexanderguschin
@@ -6,6 +7,8 @@ ids:
   anchor: atalksclub/episodes/Competitive-Machine-Leaning-And-Teaching--Alexander-Guschin-e2uslu8
   youtube: NfAJAr7FvyY&t
 image: images/podcast/s20e02-competitive-machine-learning-and-teaching.jpg
+
+description: "Master competitive ML and teaching. Learn Kaggle strategies, competition skills, and teaching ML through hands-on competitive learning."
 links:
   anchor: https://creators.spotify.com/pod/show/datatalksclub/episodes/Competitive-Machine-Leaning-And-Teaching--Alexander-Guschin-e2uslu8
   apple: https://podcasts.apple.com/us/podcast/competitive-machine-leaning-and-teaching-alexander/id1541710331?i=1000692309866
@@ -601,6 +604,7 @@ transcript:
   sec: 4139
   time: '1:08:59'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s20e03-trends-in-data-engineering.md b/_podcast/s20e03-trends-in-data-engineering.md
index b84a8bd7..46d41392 100644
--- a/_podcast/s20e03-trends-in-data-engineering.md
+++ b/_podcast/s20e03-trends-in-data-engineering.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 3
 guests:
 - adrianbrudaru
@@ -6,6 +7,8 @@ ids:
   anchor: atalksclub/episodes/Trends-in-Data-Engineering--Adrian-Brudaru-e2ui9ae
   youtube: AlCFKbFIEM8
 image: images/podcast/s20e03-trends-in-data-engineering.jpg
+
+description: "Discover trends in data engineering. Learn modern tools, best practices, and evolving landscape of data infrastructure and platforms."
 links:
   anchor: https://creators.spotify.com/pod/show/datatalksclub/episodes/Trends-in-Data-Engineering--Adrian-Brudaru-e2ui9ae
   apple: https://podcasts.apple.com/us/podcast/trends-in-data-engineering-adrian-brudaru/id1541710331?i=1000698294801
@@ -506,6 +509,7 @@ transcript:
   sec: 3737
   time: '1:02:17'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s20e04-mlops-in-corporations-and-startups.md b/_podcast/s20e04-mlops-in-corporations-and-startups.md
index 90148489..7a4fdd4a 100644
--- a/_podcast/s20e04-mlops-in-corporations-and-startups.md
+++ b/_podcast/s20e04-mlops-in-corporations-and-startups.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 4
 guests:
 - nemanjaradojkovic
@@ -6,6 +7,8 @@ ids:
   anchor: atalksclub/episodes/MLOps-in-Corporations-and-Startups---Nemanja-Radojkovic-e304g53
   youtube: DX9c__a4jzg
 image: images/podcast/s20e04-mlops-in-corporations-and-startups.jpg
+
+description: "Master MLOps in corporations vs startups. Learn different approaches, constraints, and implementing ML operations across organization types."
 links:
   anchor: https://creators.spotify.com/pod/show/datatalksclub/episodes/MLOps-in-Corporations-and-Startups---Nemanja-Radojkovic-e304g53
   apple: https://podcasts.apple.com/us/podcast/mlops-in-corporations-and-startups-nemanja-radojkovic/id1541710331?i=1000699195928
@@ -1218,6 +1221,7 @@ transcript:
   sec: 3726
   time: '1:02:06'
   who: Nemanja
+
 ---
 
 Links:
diff --git a/_podcast/s20e05-data-intensive-ai.md b/_podcast/s20e05-data-intensive-ai.md
index 8c99a005..80b50c21 100644
--- a/_podcast/s20e05-data-intensive-ai.md
+++ b/_podcast/s20e05-data-intensive-ai.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - bartoszmikulski
@@ -6,6 +7,8 @@ ids:
   anchor: atalksclub/episodes/Data-Intensive-AI---Bartosz-Mikulski-e30fhoi
   youtube: BP6w_vKySN0
 image: images/podcast/s20e05-data-intensive-ai.jpg
+
+description: "Learn data-intensive AI approaches. Discover scaling data processing, big data ML, and building AI systems that handle massive datasets."
 links:
   anchor: https://creators.spotify.com/pod/show/datatalksclub/episodes/Data-Intensive-AI---Bartosz-Mikulski-e30fhoi
   apple: https://podcasts.apple.com/us/podcast/data-intensive-ai-bartosz-mikulski/id1541710331?i=1000700288876
@@ -1021,6 +1024,7 @@ transcript:
   sec: 3697
   time: '1:01:37'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s20e06-from-supply-chain-management-to-digital-warehousing-and-finops.md b/_podcast/s20e06-from-supply-chain-management-to-digital-warehousing-and-finops.md
index 115dba4b..b4fac9f4 100644
--- a/_podcast/s20e06-from-supply-chain-management-to-digital-warehousing-and-finops.md
+++ b/_podcast/s20e06-from-supply-chain-management-to-digital-warehousing-and-finops.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 6
 guests:
 - eddyzulkifly
@@ -6,6 +7,8 @@ ids:
   anchor: datatalksclub/episodes/From-Supply-Chain-Management-to-Digital-Warehousing-and-FinOps---Eddy-Zulkifly-e313t7b
   youtube: 7ePp6wuxM5s
 image: images/podcast/s20e06-from-supply-chain-management-to-digital-warehousing-and-finops.jpg
+
+description: "Discover career from supply chain to digital warehousing and FinOps. Learn cloud cost optimization, financial operations, and data management."
 links:
   anchor: https://creators.spotify.com/pod/profile/datatalksclub/episodes/From-Supply-Chain-Management-to-Digital-Warehousing-and-FinOps---Eddy-Zulkifly-e313t7b
   apple: https://podcasts.apple.com/us/podcast/from-supply-chain-management-to-digital-warehousing/id1541710331?i=1000702233986
@@ -953,6 +956,7 @@ transcript:
   sec: 3594
   time: '59:54'
   who: Eddy
+
 ---
 
 Links:
diff --git a/_podcast/s20e07-build-strong-career-in-data.md b/_podcast/s20e07-build-strong-career-in-data.md
index 9b672172..3b2b048f 100644
--- a/_podcast/s20e07-build-strong-career-in-data.md
+++ b/_podcast/s20e07-build-strong-career-in-data.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - lavanyagupta
@@ -6,6 +7,8 @@ ids:
   anchor: atalksclub/episodes/Build-a-Strong-Career-in-Data---Lavanya-Gupta-e32k61phttps://creators.spotify.com/pod/show/datatalksclub/episodes/Build-a-Strong-Career-in-Data---Lavanya-Gupta-e32k61p
   youtube: ekG5zJioyFs
 image: images/podcast/s20e07-build-strong-career-in-data.jpg
+
+description: "Master building strong data career. Learn skill development, networking, continuous learning, and long-term career success in data science."
 links:
   anchor: https://creators.spotify.com/pod/show/datatalksclub/episodes/Build-a-Strong-Career-in-Data---Lavanya-Gupta-e32k61phttps://creators.spotify.com/pod/show/datatalksclub/episodes/Build-a-Strong-Career-in-Data---Lavanya-Gupta-e32k61p
   apple: https://podcasts.apple.com/us/podcast/build-a-strong-career-in-data-lavanya-gupta/id1541710331?i=1000706988972
@@ -1040,6 +1043,7 @@ transcript:
   sec: 3490
   time: '58:10'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s20e08-from-hackathons-to-developer-advocacy.md b/_podcast/s20e08-from-hackathons-to-developer-advocacy.md
index 5eda863c..d12b9423 100644
--- a/_podcast/s20e08-from-hackathons-to-developer-advocacy.md
+++ b/_podcast/s20e08-from-hackathons-to-developer-advocacy.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 8
 guests:
 - willrussell
@@ -6,6 +7,8 @@ ids:
   anchor: datatalksclub/episodes/From-Hackathons-to-Developer-Advocacy---Will-Russel-e339a5f
   youtube: vXbMUfHE1OE
 image: images/podcast/s20e08-from-hackathons-to-developer-advocacy.jpg
+
+description: "Learn journey from hackathons to developer advocacy. Discover community engagement, technical evangelism, and career in developer relations."
 links:
   anchor: https://creators.spotify.com/pod/profile/datatalksclub/episodes/From-Hackathons-to-Developer-Advocacy---Will-Russel-e339a5f
   apple: https://podcasts.apple.com/us/podcast/from-hackathons-to-developer-advocacy-will-russel/id1541710331?i=1000709634418
@@ -1430,6 +1433,7 @@ transcript:
   sec: 3689
   time: '1:01:29'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s20e09-taking-your-freelance-career-to-next-level.md b/_podcast/s20e09-taking-your-freelance-career-to-next-level.md
index fab7ba08..d616f25c 100644
--- a/_podcast/s20e09-taking-your-freelance-career-to-next-level.md
+++ b/_podcast/s20e09-taking-your-freelance-career-to-next-level.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 9
 guests:
 - dimitrivisnadi
@@ -6,6 +7,8 @@ ids:
   anchor: datatalksclub/episodes/Can-You-Quit-Your-Job-and-Still-Succeed-as-a-Data-Freelancer-e360j7e
   youtube: S93V8RgwBig
 image: images/podcast/s20e09-taking-your-freelance-career-to-next-level.jpg
+
+description: "Discover taking freelance career to next level. Learn scaling consulting, premium positioning, and building thriving independent data business."
 links:
   anchor: https://creators.spotify.com/pod/profile/datatalksclub/episodes/Can-You-Quit-Your-Job-and-Still-Succeed-as-a-Data-Freelancer-e360j7e
   apple: https://podcasts.apple.com/us/podcast/can-you-quit-your-job-and-still-succeed-as-a-data-freelancer/id1541710331?i=1000718997257
@@ -559,6 +562,7 @@ transcript:
   sec: 3929
   time: '1:05:29'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s21e01-from-simulation-algorithms-to-production-grade-data-systems.md b/_podcast/s21e01-from-simulation-algorithms-to-production-grade-data-systems.md
index 6301ae1f..14dcb154 100644
--- a/_podcast/s21e01-from-simulation-algorithms-to-production-grade-data-systems.md
+++ b/_podcast/s21e01-from-simulation-algorithms-to-production-grade-data-systems.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 1
 guests:
 - orellgarten
@@ -6,6 +7,8 @@ ids:
   anchor: datatalksclub/episodes/From-Simulations-to-Freelance-Data-Engineering-Orells-Journey-Out-of-Academia-and-Into-Consulting---Orell-Garten-e369a6b
   youtube: pkcpH5N-GP8
 image: images/podcast/s21e01-from-simulation-algorithms-to-production-grade-data-systems.jpg
+
+description: "Master transition from algorithms to production systems. Learn engineering rigor, scalability, and building production-grade data infrastructure."
 links:
   anchor: https://creators.spotify.com/pod/profile/datatalksclub/episodes/From-Simulations-to-Freelance-Data-Engineering-Orells-Journey-Out-of-Academia-and-Into-Consulting---Orell-Garten-e369a6b
   apple: https://podcasts.apple.com/us/podcast/from-simulations-to-freelance-data-engineering-orells/id1541710331?i=1000720245457
@@ -768,6 +771,7 @@ transcript:
   sec: 3811
   time: '1:03:31'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s21e02-mindful-data-strategy-from-pipelines-to-business-impact.md b/_podcast/s21e02-mindful-data-strategy-from-pipelines-to-business-impact.md
index f7f73a55..7ed3579b 100644
--- a/_podcast/s21e02-mindful-data-strategy-from-pipelines-to-business-impact.md
+++ b/_podcast/s21e02-mindful-data-strategy-from-pipelines-to-business-impact.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 2
 guests:
 - liorbarak
@@ -6,6 +7,8 @@ ids:
   anchor: datatalksclub/episodes/How-to-Rebuild-Data-Trust--Mindful-Data-Strategy-and-Maintenance-vs-Innovation---Lior-Barak-e36obcs
   youtube: B76J4QkZPWs
 image: images/podcast/s21e02-mindful-data-strategy-from-pipelines-to-business-impact.jpg
+
+description: "Learn mindful data strategy. Discover aligning technical work with business goals, measuring impact, and strategic thinking for data leaders."
 links:
   anchor: https://creators.spotify.com/pod/profile/datatalksclub/episodes/How-to-Rebuild-Data-Trust--Mindful-Data-Strategy-and-Maintenance-vs-Innovation---Lior-Barak-e36obcs
   apple: https://podcasts.apple.com/us/podcast/how-to-rebuild-data-trust-mindful-data-strategy-and/id1541710331?i=1000722107501
@@ -1252,6 +1255,7 @@ transcript:
   sec: 3965
   time: '1:06:05'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s21e03-from-medicine-to-machine-learning-how-public-learning-turned-into-career.md b/_podcast/s21e03-from-medicine-to-machine-learning-how-public-learning-turned-into-career.md
index 4692a1b4..1266dc10 100644
--- a/_podcast/s21e03-from-medicine-to-machine-learning-how-public-learning-turned-into-career.md
+++ b/_podcast/s21e03-from-medicine-to-machine-learning-how-public-learning-turned-into-career.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 3
 guests:
 - pastorsoto
@@ -6,6 +7,8 @@ ids:
   anchor: datatalksclub/episodes/From-Medicine-to-Machine-Learning-How-Public-Learning-Turned-into-a-Career---Pastor-Soto-e376e66
   youtube: 5km62e4nDaw
 image: images/podcast/s21e03-from-medicine-to-machine-learning-how-public-learning-turned-into-career.jpg
+
+description: "Discover career change from medicine to ML through public learning. Learn learning in public, career pivoting, and medical to tech transition."
 links:
   anchor: https://creators.spotify.com/pod/profile/datatalksclub/episodes/From-Medicine-to-Machine-Learning-How-Public-Learning-Turned-into-a-Career---Pastor-Soto-e376e66
   apple: https://podcasts.apple.com/us/podcast/how-to-rebuild-data-trust-mindful-data-strategy-and/id1541710331?i=1000722107501
@@ -849,6 +852,7 @@ transcript:
   sec: 3667
   time: '1:01:07'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s21e05-from-astronomy-to-applied-ml.md b/_podcast/s21e05-from-astronomy-to-applied-ml.md
index dce73f59..c3da852f 100644
--- a/_podcast/s21e05-from-astronomy-to-applied-ml.md
+++ b/_podcast/s21e05-from-astronomy-to-applied-ml.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 5
 guests:
 - danielegbo
@@ -6,6 +7,8 @@ ids:
   anchor: datatalksclub/episodes/From-Astronomy-to-Applied-ML---Daniel-Egbo-e38ha20
   youtube: b92gwrsVQtg
 image: images/podcast/s21e05-from-astronomy-to-applied-ml.jpg
+
+description: "Master transition from astronomy to applied ML. Learn transferable skills, physics to ML career path, and leveraging scientific background."
 links:
   anchor: https://creators.spotify.com/pod/profile/datatalksclub/episodes/From-Astronomy-to-Applied-ML---Daniel-Egbo-e38ha20
   apple: https://podcasts.apple.com/us/podcast/from-astronomy-to-applied-ml-daniel-egbo/id1541710331?i=1000728601772
@@ -1138,6 +1141,7 @@ transcript:
   sec: 3875
   time: '1:04:35'
   who: Alexey
+
 ---
 
 Links:
diff --git a/_podcast/s21e07-lessons-from-two-decades-of-ai.md b/_podcast/s21e07-lessons-from-two-decades-of-ai.md
index 297e1719..20bc811f 100644
--- a/_podcast/s21e07-lessons-from-two-decades-of-ai.md
+++ b/_podcast/s21e07-lessons-from-two-decades-of-ai.md
@@ -1,4 +1,5 @@
 ---
+
 episode: 7
 guests:
 - micheallanham
@@ -6,6 +7,8 @@ ids:
   anchor: datatalksclub/episodes/Lessons-from-Two-Decades-of-AI---Micheal-Lanham-e38oarc
   youtube: DSxqUlumM3A
 image: images/podcast/s21e07-lessons-from-two-decades-of-ai.jpg
+
+description: "Learn lessons from 20 years of AI. Discover evolution of AI, enduring principles, and wisdom from decades of machine learning experience."
 links:
   anchor: https://creators.spotify.com/pod/profile/datatalksclub/episodes/Lessons-from-Two-Decades-of-AI---Micheal-Lanham-e38oarc
   apple: https://podcasts.apple.com/us/podcast/lessons-from-two-decades-of-ai-micheal-lanham/id1541710331?i=1000728604349
@@ -893,6 +896,7 @@ transcript:
   sec: 3648
   time: '1:00:48'
   who: Michael
+
 ---
 
 Links: