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⚡ Topic 11: FastText — Subword Embeddings

Course: NLP Advanced — Section 2: Word Embeddings Topic: 11 of 75 | Prev: 10-GloVe.md | Next:…

Overview
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⚡ Topic 11: FastText — Subword Embeddings — Quick Facts

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Prev: [10-GloVe.md](10-GloVe.md): Next: 12-ELMo.md

Topic 1
📥 📥 🧠 🔬 💡 🎯

🎯 Overview

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FastText = Facebook AI Research…

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Core innovation: Words ko…

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Word2Vec/GloVe ka limitation: OOV…

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FastText: "unhappiness" nahi…

Topic 2
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🔄 FastText vs Word2Vec

💡 ` ┌──────────────────────────────────────────────────────────────┐ │ Word2Vec │ │ │ │…
Topic 3
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🐍 Complete Python Implementation

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Word vector = average of all its…

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Unknown words bhi handle ho…

Topic 4
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📊 When to Use FastText

⭐ | Scenario | FastText? | Why | |----------|-----------|-----| | User-generated text…
Topic 5
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❓ Quiz — 5 MCQs

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A) Faster training

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B) Character n-grams use karta hai…

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C) More dimensions

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D) Different loss function

Topic 6
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🔗 Navigation

✨ ⬅️ Previous: 10-GloVe.md | ➡️ Next: 12-ELMo.md Pro Tip: ⚡ Facebook ne 157 languages ke…
Quick Quiz
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Quiz — Question 1

⚡ Topic 11: FastText — Subword Embeddings ka sabse sahi definition kya hai?

Complete! 🎉
COMPLETE

⚡ Topic 11: FastText — Subword Embeddings Complete!

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⚡ Topic 11: FastText — Subword Embeddings Complete

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