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📐 Topic 07: N-grams & Language Models (Classical)

Course: NLP Advanced — Section 1: NLP Foundations Topic: 7 of 75 | Prev: 06-BoW-TFIDF.md | Next:…

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📐 Topic 07: N-grams & Language Models (Classical) — Quick Facts

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Prev: [06-BoW-TFIDF.md](06-BoW-TFIDF.md): Next: 08-Regex-NLP.md

Topic 1
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🎯 Overview

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N-gram = N consecutive…

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Unigram (1), Bigram (2), Trigram…

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Language Model = next word predict…

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N-gram language models = classical…

Topic 2
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🔄 N-gram Types

💡 ` ┌──────────────────────────────────────────────────────────────┐ │ N-gram Examples │ │…
Topic 3
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🐍 Complete Python Implementation

🎯 `python ============================================================ N-grams & Classical…
Topic 4
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📊 N-gram Size Tradeoffs

⭐ | N-gram | Context | Vocab Explosion | Quality | Example |…
Topic 5
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❓ Quiz — 5 MCQs

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A) Random

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B) count("machine learning") /…

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C) count("learning") / total words

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D) 1 / vocabulary size

Topic 6
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🔗 Navigation

✨ ⬅️ Previous: 06-BoW-TFIDF.md | ➡️ Next: 08-Regex-NLP.md Pro Tip: 📐 N-gram LMs simple hain…
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Quiz — Question 1

📐 Topic 07: N-grams & Language Models (Classical) ka sabse sahi definition kya hai?

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