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🧠 Topic 09: Word2Vec — Words as Vectors

Course: NLP Advanced — Section 2: Word Embeddings Topic: 9 of 75 | Prev: 08-Regex-NLP.md | Next:…

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🧠 Topic 09: Word2Vec — Words as Vectors — Quick Facts

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Prev: [08-Regex-NLP.md](08-Regex-NLP.md): Next: 10-GloVe.md

Topic 1
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🎯 Overview

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Word2Vec = words ko dense vectors…

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Core idea: "You shall know a word…

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Similar meaning wale words =…

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2 architectures: CBOW (context →…

Topic 2
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🔄 Word2Vec Architectures

💡 ` ┌──────────────────────────────────────────────────────────────┐ │ CBOW (Continuous Bag…
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🐍 Complete Python Implementation

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Center word → predict context words

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Update weights via gradient descent

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📊 Word2Vec Key Properties

⭐ | Property | Explanation | Example | |----------|-------------|---------| | Dense | Har…
Topic 5
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❓ Quiz — 5 MCQs

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A) Context words from center word

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B) Center word from context words ✅

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C) Sentence from paragraph

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D) Label from text

Topic 6
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🔗 Navigation

✨ ⬅️ Previous: 08-Regex-NLP.md | ➡️ Next: 10-GloVe.md Pro Tip: 🧠 Word2Vec (2013) ne NLP me…
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