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๐Ÿ–ผ๏ธ Image Classification โ€” End-to-End Pipeline

Deep Learning Series #19 โ€” Data se Deployment tak! Real-world image classification complete guide ๐Ÿš€

Overview
๐ŸŒŸ

๐Ÿ–ผ๏ธ Image Classification โ€” End-to-End Pipeline โ€” Quick Facts

๐Ÿ“Œ

Type: Classes

๐ŸŽฏ

Binary: 2

โšก

Multi-class: N (1 label)

๐Ÿ”‘

Multi-label: N (multi labels)

Topic 1
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ’ก Image Classification 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”‚ IMAGE CLASSIFICATION PIPELINE โ”‚โ€ฆ
Topic 2
โœจ

๐Ÿ“Š Classification Types

๐Ÿ’ก | Type | Classes | Output | Example | |------|---------|--------|---------| | Binary | 2โ€ฆ
Topic 3
โœจ

๐Ÿ’ป Complete Code

๐ŸŽฏ `python ============================================= Image Classification โ€” Productionโ€ฆ
Topic 4
โญ

โ“ Quiz

๐Ÿ’ก

a) Speed ke liye

๐Ÿ”‘

b) Jab classes IMBALANCED honโ€ฆ

โšก

c) Augmentation ke liye

๐ŸŽฏ

a) Target labels ko smooth karta:โ€ฆ

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ–ผ๏ธ Image Classification โ€” End-to-End Pipeline ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ–ผ๏ธ Image Classification โ€” End-to-End Pipeline ka 'Binary' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ–ผ๏ธ Image Classification โ€” End-to-End Pipeline Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

๐Ÿ–ผ๏ธ Image Classification โ€” End-to-End Pipeline Complete

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