DataTalksClub · Copilot · Oct 15, 2025 · Oct 15, 2025
diff --git 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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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: