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๐Ÿ”€ Topic 20: Bidirectional & Deep RNNs

Course: NLP Advanced โ€” Section 3: Sequence Models Topic: 20 of 75 | Prev: 19-GRU.md | Next:โ€ฆ

Overview
๐ŸŒŸ

๐Ÿ”€ Topic 20: Bidirectional & Deep RNNs โ€” Quick Facts

๐Ÿ“Œ

Prev: [19-GRU.md](19-GRU.md): Next: 21-Seq2Seq.md

Topic 1
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐ŸŽฏ Overview

๐Ÿ’ก

Bidirectional RNN = sentence koโ€ฆ

๐Ÿ”‘

Deep RNN = multiple RNN layersโ€ฆ

โšก

Dono techniques combine karke Deepโ€ฆ

๐ŸŽฏ

Real example: "I went to the bankโ€ฆ

Topic 2
๐Ÿ”—

๐Ÿ—๏ธ Architecture Diagrams

๐Ÿ”— ` 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”‚ Bidirectional RNN โ”‚ โ”‚ โ”‚โ€ฆ
Topic 3
โœจ

๐Ÿ Complete Python Implementation (from scratch)

โšก `python ============================================================ Bidirectional & Deepโ€ฆ
Topic 4
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

โ“ Quiz โ€” 5 MCQs

๐Ÿ’ก

A) hidden_size

๐Ÿ”‘

B) 2 ร— hidden_size โ€” forward +โ€ฆ

โšก

C) hidden_size / 2

๐ŸŽฏ

D) input_size

Topic 5
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ”— Navigation

๐Ÿ’ก โฌ…๏ธ Previous: 19-GRU.md | โžก๏ธ Next: 21-Seq2Seq.md Pro Tip: ๐Ÿ”€ Bidirectional = "futureโ€ฆ
Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ”€ Topic 20: Bidirectional & Deep RNNs ka sabse sahi definition kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ”€ Topic 20: Bidirectional & Deep RNNs Complete!

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๐Ÿ”€ Topic 20: Bidirectional & Deep RNNs Complete

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