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Go to the profile of Deepankar Singh
Deepankar Singh
Apr 20

Mastering Chunking Strategies in RAG: From Fixed-Size Splits to Semantic Intelligence

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Go to the profile of Deepankar Singh
Deepankar Singh
Apr 12

Entropy & Information Gain: The Brains of Decision Trees

Entropy and Information Gain in Decision…

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Go to the profile of Deepankar Singh
Deepankar Singh
Apr 11

Cross-Entropy and Log Loss: Mathematical Foundations and Their Use in Classification

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Go to the profile of Deepankar Singh
Deepankar Singh
Apr 7

Gibbs’ Inequality: The Hidden Law Behind Machine Learning Losses

Gibbs’ Inequality in Machine…

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Go to the profile of Deepankar Singh
Deepankar Singh
Apr 5

Heap’s Law in NLP: Predicting Vocabulary Growth with Precision

Heap’s Law in NLP: Understanding…

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Go to the profile of Deepankar Singh
Deepankar Singh
Mar 31

Retrieval-Augmented Generation (RAG): Building an API for Smarter AI Responses

Retrieval-Augmented…

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Go to the profile of Deepankar Singh
Deepankar Singh
Mar 10

Zipf’s Law: The Hidden Order in Words

Discover how Zipf’s Law shapes NLP & Machine Learning — from…

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Go to the profile of Deepankar Singh
Deepankar Singh
Mar 5

Vapnik–Chervonenkis (VC) Theory: The Foundation of Statistical Learning

Discover VC Theory in machine…

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Go to the profile of Deepankar Singh
Deepankar Singh
Jan 31

DeepSeek-R1: Redefining Open-Source Reasoning in LLMs

Discover how DeepSeek-R1 uses advanced RL and…

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Go to the profile of Deepankar Singh
Deepankar Singh
Jan 23

Cramér’s V: How to Quantify Strength Between Categories

Discover how Cramér’s V measures the strength…

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