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✂️ Topic 28: Chunking Strategies

Course: LLM Engineering — Pair 28/80 Section: 4 — RAG Systems Level: ⭐⭐⭐ Intermediate Prev:…

Topic 1

🎯 Is Topic Me Kya Seekhoge?

📚 ` ┌─────────────────────────────────────────────────────────────────┐ │ ✅ Chunking kya…

Topic 2

📚 1. Chunking Kyun Zaroori Hai?

💡 🎯 The Problem ` Document: 50,000 words (100 pages) Without Chunking:…

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📚 2. Chunking Strategies

🎯 📊 Strategy Comparison `…

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💻 3. Complete Python Implementation

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Fixed-size character chunking

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Sentence-aware chunking

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Recursive character splitting

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Paragraph-based chunking

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Supervised Learning

🔑 Supervised learning uses labeled data. The model learns mapping from inputs to outputs.…

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Unsupervised Learning

✨ Unsupervised learning finds patterns in unlabeled data. Clustering and dimensionality…

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Reinforcement Learning

🌟 Reinforcement learning trains agents through rewards and penalties. The agent learns…

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📊 4. Chunk Size Decision Guide

🚀 ` ┌────────────────────────────────────────────────────────────────┐ │ Document Type │…

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🧠 5. Quiz Time!

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A) Text ko compress karna

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B) Precise retrieval ke liye text…

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C) Token count kam karna

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D) Embedding model train karna

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🔗 Navigation

💡 ⬅️ Previous: 27-Embedding-Models.md ➡️ Next: 29-Retrieval-Strategies.md ✂️ Good chunking…

Quick Quiz

Quiz — Question 1

✂️ Topic 28: Chunking Strategies ka sabse sahi definition kya hai?

Complete! 🎉

✂️ Topic 28: Chunking Strategies Complete!

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