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Skill Topic ยท Cinematic

๐Ÿ” Neural Architecture Search (NAS)

Deep Learning Series #52 โ€” AI Designs AI! AutoML, NAS Strategies, Hardware-Aware! Modelโ€ฆ

Overview
๐ŸŒŸ

๐Ÿ” Neural Architecture Search (NAS) โ€” Quick Facts

๐Ÿ“Œ

Method: Search Strategy

๐ŸŽฏ

NAS (Zoph): RL (controller)

โšก

NASNet: RL + cell-based

๐Ÿ”‘

ENAS: Weight sharing

Topic 1
โœจ

๐Ÿ’ก NAS Kya Hai?

๐Ÿ—๏ธ ` 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”‚ NEURAL ARCHITECTUREโ€ฆ
Topic 2
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ“Š NAS Methods

๐Ÿ“ | Method | Search Strategy | Cost | Quality | Year |โ€ฆ
Topic 3
โœจ

๐Ÿ’ป Complete Code

๐Ÿ’ก

node 0, 1: inputs (from prev cells)

๐Ÿ”‘

node 2..N-1: intermediate

โšก

output: concat of all intermediate

๐ŸŽฏ

Sample architecture โ†’ train fully โ†’

Topic 4
โœจ

โ“ Quiz

๐Ÿ’ก

a) Smaller model

๐Ÿ”‘

b) Traditional NASโ€ฆ

โšก

c) Better GPU

๐ŸŽฏ

a) Smaller search

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ” Neural Architecture Search (NAS) ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ” Neural Architecture Search (NAS) ka 'NAS (Zoph)' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ” Neural Architecture Search (NAS) Complete!

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๐Ÿ” Neural Architecture Search (NAS) Complete

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