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Skill Topic ยท Cinematic

๐Ÿ“ท CNN โ€” Convolutional Neural Networks (Image Recognition)

Aliens School โ€” AI Series #59 Hinglish mein CNNs samjho โ€” Images ka AI! ๐Ÿš€

Overview
๐ŸŒŸ

๐Ÿ“ท CNN โ€” Convolutional Neural Networks (Image Recognition) โ€” Quick Facts

๐Ÿ“Œ

Name: Year

๐ŸŽฏ

LeNet-5: 1998

โšก

AlexNet: 2012

๐Ÿ”‘

VGGNet: 2014

Topic 1
๐ŸŒ

๐Ÿ’ก CNN Kya Hai?

๐ŸŒ ` 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”‚ CNN = Convolutional Neural Network โ”‚โ€ฆ
Topic 2
๐Ÿ“ก ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ—๏ธ CNN Architecture

๐Ÿ“ก ` INPUT CONV POOL CONV POOL DENSE OUTPUT IMAGE LAYER LAYER LAYER LAYER LAYER LAYER โ”Œโ”€โ”€โ”€โ”โ€ฆ
Topic 3
๐Ÿ”’

๐Ÿ” Convolution Operation

๐Ÿ”— ` INPUT IMAGE (5ร—5): FILTER/KERNEL (3ร—3): โ”Œโ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ” โ”‚ 1 โ”‚ 0 โ”‚ 1โ€ฆ
Topic 4
๐Ÿ›œ

๐ŸŠ Pooling Layer

๐Ÿ›œ ` MAX POOLING (2ร—2): Output: โ”Œโ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ” โ”‚ 1 โ”‚ 3 โ”‚ 2 โ”‚ 4 โ”‚ โ”‚ 3 โ”‚ 4 โ”‚ (maxโ€ฆ
Topic 5
โšก

๐Ÿง  Har Layer Kya Seekhti Hai

โšก ` 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”‚ Layer 1: EDGES โ”‚ โ”‚ โ”€ โ”‚ โ•ฑ โ•ฒโ€ฆ
Topic 6
๐Ÿ”ง ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ“Š Famous CNN Architectures

๐Ÿ”ง | Name | Year | Layers | Accuracy | Key Innovation |โ€ฆ
Topic 7
๐Ÿ”’

๐ŸŒ CNN Applications

๐Ÿ’ป ` 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”‚ ๐Ÿ“ท Image Classification โ”‚ โ”‚ โ†’ "Yehโ€ฆ
Topic 8
๐Ÿ—๏ธ

๐Ÿ’ป CNN in TensorFlow.js

๐Ÿ—๏ธ `javascript const model = tf.sequential(); // Convolutional Layer 1โ€ฆ
Topic 9
๐ŸŒ

โ“ Quiz

๐Ÿ’ก

a) Text processing

๐Ÿ”‘

b) Image recognition โœ…

โšก

c) Audio/speech

๐ŸŽฏ

a) New features add karta hai

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ“ท CNN โ€” Convolutional Neural Networks (Image Recognition) ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ“ท CNN โ€” Convolutional Neural Networks (Image Recognition) ka 'LeNet-5' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ“ท CNN โ€” Convolutional Neural Networks (Image Recognition) Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

๐Ÿ“ท CNN โ€” Convolutional Neural Networks (Image Recognition) Complete

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