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๐Ÿ‘๏ธ CNN Introduction โ€” Images Ko Samjhna

Deep Learning Series #15 โ€” Convolution, Filters, Feature Maps! CNN = Computer Vision ka backbone โ€”โ€ฆ

Overview
๐ŸŒŸ

๐Ÿ‘๏ธ CNN Introduction โ€” Images Ko Samjhna โ€” Quick Facts

๐Ÿ“Œ

Feature: Dense (MLP)

๐ŸŽฏ

Input: Flat vector

โšก

Parameters: Very many

๐Ÿ”‘

Spatial info: Lost โŒ

Topic 1
๐Ÿ“š

๐Ÿ’ก CNN 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”‚ CNN (Convolutional Neuralโ€ฆ
Topic 2
โœจ

๐Ÿ“Š Dense vs CNN

๐Ÿ’ก | Feature | Dense (MLP) | CNN | |---------|-------------|-----| | Input | Flat vector |โ€ฆ
Topic 3
๐Ÿ”’

๐Ÿ” Convolution Operation

๐ŸŽฏ ` INPUT (5ร—5) FILTER (3ร—3) OUTPUT (3ร—3) โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ 1 0 1โ€ฆ
Topic 4
โญ

๐ŸŽฏ Feature Hierarchy

โญ ` Layer 1 (Early): Layer 2-3 (Mid): Layer 4+ (Deep): โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”โ€ฆ
Topic 5
โœจ

๐Ÿ’ป Complete Code

๐Ÿ”‘ `python ============================================= CNN Introduction โ€” Complete Guideโ€ฆ
Topic 6
โœจ

โ“ Quiz

๐Ÿ’ก

a) Data sort karta

๐Ÿ”‘

b) Ek small filter (kernel) koโ€ฆ

โšก

c) Image resize karta

๐ŸŽฏ

a) Speed ke liye

Comparison
โœจ

๐Ÿ“Š Dense vs CNN

โš–๏ธ

Input: Flat vector

โš–๏ธ

Parameters: Very many

โš–๏ธ

Spatial info: Lost โŒ

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ‘๏ธ CNN Introduction โ€” Images Ko Samjhna ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ‘๏ธ CNN Introduction โ€” Images Ko Samjhna ka 'Input' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ‘๏ธ CNN Introduction โ€” Images Ko Samjhna Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

๐Ÿ‘๏ธ CNN Introduction โ€” Images Ko Samjhna Complete

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