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🔮 Topic 12: ELMo — Contextual Word Embeddings

Course: NLP Advanced — Section 2: Word Embeddings Topic: 12 of 75 | Prev: 11-FastText.md | Next:…

Overview

🔮 Topic 12: ELMo — Contextual Word Embeddings — Quick Facts

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Prev: [11-FastText.md](11-FastText.md): Next: 13-Sentence-Embeddings.md

Topic 1

🎯 Overview

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ELMo = Embeddings from Language…

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Revolution: Context-dependent word…

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"bank" = river bank me alag…

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Architecture: Deep bidirectional…

Topic 2

🔄 Static vs Contextual Embeddings

💡 ` ┌──────────────────────────────────────────────────────────────┐ │ STATIC Embeddings…

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🐍 Complete Python Implementation

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Forget gate: purani info bhoolne…

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Input gate: nayi info add karne ka…

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Cell state update: actual memory…

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Output gate: kya output karna hai

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📊 ELMo Impact on NLP Tasks

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❓ Quiz — 5 MCQs

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A) Faster hai

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B) Context-dependent vectors deta…

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C) Smaller vectors

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D) No training needed

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🔗 Navigation

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Quick Quiz

Quiz — Question 1

🔮 Topic 12: ELMo — Contextual Word Embeddings ka sabse sahi definition kya hai?

Complete! 🎉

🔮 Topic 12: ELMo — Contextual Word Embeddings Complete!

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