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Skill Topic ยท Cinematic

๐ŸŽฏ Attention Mechanism

Deep Learning Series #28 โ€” Bahdanau, Luong, Self-Attention! Decoder ko FOCUS dena โ€” "kahan dekhnaโ€ฆ

Overview
๐ŸŒŸ

๐ŸŽฏ Attention Mechanism โ€” Quick Facts

๐Ÿ“Œ

Feature: Bahdanau (Additive)

๐ŸŽฏ

Score fn: vยทtanh(W[s;h])

โšก

Speed: Slower

๐Ÿ”‘

Where: Between enc-dec

Topic 1
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ’ก Attention Kya Hai?

๐Ÿ“š ` 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”‚ ATTENTION MECHANISM โ”‚ โ”‚ โ”‚ โ”‚โ€ฆ
Topic 2
โœจ

๐Ÿ“Š Attention Types Comparison

๐Ÿ’ก | Feature | Bahdanau (Additive) | Luong (Multiplicative) | Self-Attention |โ€ฆ
Topic 3
โœจ

๐Ÿ’ป Complete Code

๐Ÿ’ก

dot: score = s^T ยท h

๐Ÿ”‘

general: score = s^T ยท W ยท h

โšก

concat: score = v^T ยท tanh(Wยท[s;h])

Topic 4
โœจ

โ“ Quiz

๐Ÿ’ก

a) Speed ke liye

๐Ÿ”‘

b) Jab d_k (dimension) bada ho,โ€ฆ

โšก

c) Accuracy ke liye

๐ŸŽฏ

a) Same hain

Comparison
โœจ

๐Ÿ“Š Attention Types Comparison

โš–๏ธ

Score fn: vยทtanh(W[s;h])

โš–๏ธ

Speed: Slower

โš–๏ธ

Where: Between enc-dec

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐ŸŽฏ Attention Mechanism ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐ŸŽฏ Attention Mechanism ka 'Score fn' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐ŸŽฏ Attention Mechanism Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

๐ŸŽฏ Attention Mechanism Complete

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