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๐ŸŽฏ Topic 22: Attention Mechanism โ€” Bahdanau & Luong

Course: NLP Advanced โ€” Section 3: Sequence Models Topic: 22 of 75 | Prev: 21-Seq2Seq.md | Next:โ€ฆ

Overview
๐ŸŒŸ

๐ŸŽฏ Topic 22: Attention Mechanism โ€” Bahdanau & Luong โ€” Quick Facts

๐Ÿ“Œ

Prev: [21-Seq2Seq.md](21-Seq2Seq.md): Next: 23-Self-Attention.md

Topic 1
๐Ÿ“š

๐ŸŽฏ Overview

๐Ÿ’ก

Attention = "Decoder ko har stepโ€ฆ

๐Ÿ”‘

Solves Seq2Seq bottleneck problemโ€ฆ

โšก

Bahdanau Attention (2014) =โ€ฆ

๐ŸŽฏ

Luong Attention (2015) =โ€ฆ

Topic 2
โœจ

๐Ÿ—๏ธ Attention Architecture

๐Ÿ’ก ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ Attentionโ€ฆ
Topic 3
โœจ

๐Ÿ Complete Python Implementation (from scratch)

๐ŸŽฏ `python ============================================================ Attention Mechanismโ€ฆ
Topic 4
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

โ“ Quiz โ€” 5 MCQs

๐Ÿ’ก

A) Training speed

๐Ÿ”‘

B) Information bottleneck โ€”โ€ฆ

โšก

C) Vocabulary size

๐ŸŽฏ

D) Embedding dimension

Topic 5
โœจ

๐Ÿ”— Navigation

๐Ÿ”‘ โฌ…๏ธ Previous: 21-Seq2Seq.md | โžก๏ธ Next: 23-Self-Attention.md Pro Tip: ๐ŸŽฏ Attention is THEโ€ฆ
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๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐ŸŽฏ Topic 22: Attention Mechanism โ€” Bahdanau & Luong ka sabse sahi definition kya hai?

Complete! ๐ŸŽ‰
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๐ŸŽฏ Topic 22: Attention Mechanism โ€” Bahdanau & Luong Complete!

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