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<h2 id="2024">2024</h2>
<div itemscope>
<a href="https://www.safjan.com/open-source-llm-observability-tools-and-platforms/">
Open Source LLM Observability Tools and Platforms
</a>
</div>
<h2 id="2023">2023</h2>
<div itemscope>
<a href="https://www.safjan.com/prompt-discovery/">
Prompt Discovery
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/techniques-to-boost-rag-performance-in-production/">
Techniques to Boost RAG Performance in Production
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/understanding-differences-gpt-transformers-markov-models/">
Understanding the Differences in Language Models - Transformers vs. Markov Models
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/how-agile-can-kill-creativity-in-data-science-team/">
How Agile Can Kill Creativity in Data Science team?
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/from-fixed-size-to-nlp-chunking-a-deep-dive-into-text-chunking-techniques/">
From Fixed-Size to NLP Chunking - A Deep Dive into Text Chunking Techniques
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/problems-with-Langchain-and-how-to-minimize-their-impact/">
Problems with Langchain and how to minimize their impact
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/understanding-retrieval-augmented-generation-rag-empowering-llms/">
Understanding Retrieval-Augmented Generation (RAG) empowering LLMs
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/text-vectorization-with-vectorhub-and-sentence-transformers/">
Easy Text Vectorization With VectorHub and Sentence Transformers
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/python-dependency-injection-for-the-testability/">
Harnessing the Power of Dependency Injection for Improved Testability in Python
</a>
</div>
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<a href="https://www.safjan.com/the-role-and-responsibilities-of-a-forward-deployed-engineer/">
The Role and Responsibilities of a Forward Deployed Engineer - Bridging the Gap Between Software Products and Customer Needs
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/the-best-vector-databases-for-storing-embeddings/">
The Best Vector Databases for Storing Embeddings
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/mastering-kanban-method/">
Mastering the Kanban Method - Unveiling the Hidden Gems of Effective Kanban Board Usage
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/attacking-differential-privacy-using-the-correlation-between-the-features/">
Attacking Differential Privacy Using the Correlation Between the Features
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/are-lime-explanations-any-useful/">
Are LIME Explanations Any Useful?
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/measure-quality-of-embeddings-intrinsic-vs-extrinsic/">
Intrinsic vs. Extrinsic Evaluation - What's the Best Way to Measure Embedding Quality?
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/explaining-ai-the-key-differences-between-lime-and-shap-methods/">
Explaining AI - The Key Differences Between LIME and SHAP Methods
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/how-the-lime-method-for-explainable-ai-works/">
LIME - Understanding How This Method for Explainable AI Works
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/how-the-shap-method-for-explainable-ai-works/">
SHAP - Understanding How This Method for Explainable AI Works
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/kernelshap-treeshap-two-most-popular-variations-of-the-shap-method/">
KernelShap and TreeShap - Two Most Popular Variations of the SHAP Method
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/lime-tutorial/">
LIME Tutorial
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/zero-knowledge-for-5yo/">
Zero-Knowledge Explained Like to 5 Years Old
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/illusion-of-expertise/">
Rethinking the Link Between Speech and Expertise
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/eli5-tutorial/">
Understanding AI with ELI5 - Demystifying Decisions (tutorial)
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</div>
<div itemscope>
<a href="https://www.safjan.com/guide-building-python-rpc-server-using-flask/">
A Guide to Building a Python RPC Server Using Flask
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<a href="https://www.safjan.com/how-to-use-rpc-in-python/">
How to Use RPC in Python?
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<a href="https://www.safjan.com/interpreting-r2-mse-rmse-for-regression-models/">
"Comprehensive Guide to Interpreting R\xB2, MSE, and RMSE for Regression Models."
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/alternatives-to-apache-airflow/">
Beyond Airflow - 10 Workflow Tools You Need to Know
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/libraries-for-automated-eda/">
Libraries for Automated Exploratory Data Analysis (EDA)
</a>
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<div itemscope>
<a href="https://www.safjan.com/is-game-theory-any-usefull-for-datascience/">
Is the the Game Theory Any Useful for Data Science?
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<div itemscope>
<a href="https://www.safjan.com/avoiding-overfitting-in-Kaggle-competitions/">
Beat Overfitting in Kaggle Competitions - Proven Techniques
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/pros-and-cons-of-reliance-on-ai-generating-models/">
New Cognitive Skills in the Age of AI Tailored Information Presentation
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/impact_of_google_search_and_llms_on_methal_capabilities/">
The Impact of Search Engines and AI Generative Models on Mental and Cognitive Capabilities
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/language-models-for-knowledge-management-in-corporate/">
Leveraging Language Models in Corporate Environments - The Future of Knowledge Management
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/top-popular-zsh-plugins-on-github-2023/">
Top Popular ZSH Plugins on GitHub (2023)
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/why-to-learn-databricks/">
Becoming a Data Wizard - The Benefits of Learning Databricks
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/mlops-policies/">
Policies in MLOps
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/mlops-scorecard/">
MLOps Scorecard - How Advanced Is Your Organization in Implementing MLOps Processes?
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/common-types-of-data-science-projects/">
Common Types of Data Science Projects
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<div itemscope>
<a href="https://www.safjan.com/verify-backups-restic-example/">
Don't Just Create Backups, Verify Them - How Restic Can Help?
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/detection-of-texts-generated-by-large-language-models-like-chatgpt/">
How to Detect ChatGPT-Generated Text?
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/blue-green-deployment-in-mlops/">
Maximizing Efficiency in MLOps - How Blue/Green Deployment Can Help?
</a>
</div>
<h2 id="2022">2022</h2>
<div itemscope>
<a href="https://www.safjan.com/grammar-of-graphics/">
Grammar of Graphics Explained Like to 5 Years Old Child.
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/mlops-certifications-a-comprehensive-guide/">
MLOps Certifications - A Comprehensive Guide
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/roles-in-mlops/">
Roles in MLOps
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/50-questions-for-MLOps-engineer-job-interview/">
50 Questions for MLOps Engineer Job Interview
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/mlops_roles_of_the_future/">
MLOps Roles of the Future
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/is-mlops-good-career/">
Is MLOps a Good Career?
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/visual-text-exploration-as-part-of-preprocessing-before-classification/">
Visual Text Exploration as Part of Preprocessing Before Classification
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/lesser-known-yet-powerful-python-plotting-libraries/">
10 Lesser-Known, Yet Powerful Python Plotting Libraries
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/automated-trend-detection-and-signal-segmentation/">
Automated Signal Segmentation, Trend Detection, and Classification
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/the-best-self-hosted-rss-feed-readers-in-2022/">
The Best Self-Hosted, Open Source RSS Feed Readers in 2022
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/how-to-convert-pandas-dataframe-to-markdown-table/">
How to Convert Pandas DataFrame to Markdown Table?
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/popular-and-lesser-known-dataset-sharing-platforms/">
Discovering Hidden Gems - Popular and Lesser-Known Dataset Sharing Platforms
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/lesser-known-backtesting-libraries/">
Lesser Known Backtesting Libraries
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/top-10-python-libraries-for-document-classification/">
Top 10 Python Libraries for Document Classification
</a>
</div>
<div itemscope>
<a href="https://www.safjan.com/create-theme-for-pelican-blog-tutorial/">
Tutorial on How to Create New Theme for Pelican Static Site Generator
</a>
</div>
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