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AI-ML-DS / Data Science

Data Science

650+ posts

AI for Geeks: After the AI Bubble

Last Updated: 14 November 2025

Welcome back to the fifth edition of AI for Geeks!We began with AI for Geeks, a flashlight in the hype fog. Determinism exposed the wild randomness of LLMs. Guardrails bui...read more

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AI for Geeks: LLM Evaluation

Last Updated: 08 November 2025

Welcome back to the fourth edition of AI for Geeks!We started with AI for Geeks, a survival guide to the hype storm. Then, Determinism in LLMs exposed the chaos of non-det...read more

Data Drift vs. Model Drift

Last Updated: 03 November 2025

Machine learning systems often degrade in performance after deployment due to evolving data patterns and shifts in real-world behavior. Two common issues responsible for t...read more

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Machine Learning

Last Updated: 03 November 2025

Model drift refers to the gradual degradation in a deployed model’s performance due to changes in real world data or relationships between input features and the target. A...read more

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Machine Learning

Custom Chains in langchain

Last Updated: 04 November 2025

In LangChain, chains act as step-by-step workflows that complete tasks in sequence. Each step can use an LLM to process or transform data and then interact with external t...read more

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Artificial Intelligence

Chunking Strategies

Last Updated: 04 November 2025

Chunking is the process of segmenting text into smaller, manageable portions based on length, structure or semantic meaning. It allows vector search to focus on precise in...read more

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Artificial Intelligence

Semantic Document Search

Last Updated: 31 October 2025

Semantic search allows computers to understand the meaning behind user queries rather than relying only on exact keyword matching. Using FAISS (Facebook AI Similarity Sear...read more

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Artificial Intelligence

Last Updated: 30 October 2025

pgvector is an open-source extension for PostgreSQL that adds native support for vector similarity search, enabling us to store, index and query high-dimensional embedding...read more

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Artificial Intelligence

Last Updated: 30 October 2025

Milvus is an open-source vector database designed for managing and searching large-scale embedding data efficiently. It is widely used in AI, machine learning and semantic...read more

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Artificial Intelligence

Text Embeddings using Cohere

Last Updated: 30 October 2025

Text Embeddings using Cohere allow you to convert text into numerical vectors that capture meaning, context and semantic relationships between words or sentences. These em...read more

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Artificial Intelligence

Debugging And Testing LLMs in LangSmith

Last Updated: 04 November 2025

LangSmith is a platform designed to help developers debug, test and monitor large language model applications. It provides detailed visibility into how chains, agents and ...read more

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Artificial Intelligence

Posterior Approximation

Last Updated: 10 October 2025

Posterior approximation estimates the intractable posterior distribution p(z∣x) in complex models enabling efficient learning and inference. It is used in variational infe...read more

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MATLAB Tutorial

Last Updated: 06 September 2025

MATLAB is a programming platform used for mathematics, engineering and scientific computing. It provides built-in tools for calculations, visualization and application dev...read more

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LangChain Tutorial

Last Updated: 27 October 2025

LangChain is a framework that makes it easier to build applications using large language models (LLMs) by connecting them with data, tools and APIs. It helps developers mo...read more

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PDF Summarizer using RAG

Last Updated: 26 August 2025

A PDF summarizer automatically processesthe text contentinside PDF filesand producesconcise summariesor responsesto queries, savingusers timeand effort requiredto read len...read more

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Artificial Intelligence

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