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Skill Topic ยท Cinematic

๐Ÿท๏ธ Data Labeling โ€” ML Models Ko Sikhane Ke Liye Labels!

MLOps Series #17 โ€” Data Labeling tools aur strategies โ€” supervised learning ka foundation! Labelsโ€ฆ

Overview
๐ŸŒŸ

๐Ÿท๏ธ Data Labeling โ€” ML Models Ko Sikhane Ke Liye Labels! โ€” Quick Facts

๐Ÿ“Œ

Tool: Type

๐ŸŽฏ

Label Studio: Open-source

โšก

Prodigy: Commercial

๐Ÿ”‘

CVAT: Open-source

Topic 1
๐Ÿ“Š

๐Ÿ’ก Data Labeling 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”€โ”€โ” โ”‚ โ”‚ โ”‚ DATA LABELING = Raw dataโ€ฆ
Topic 2
โœจ

๐Ÿ”„ Labeling Approaches

๐Ÿ”ฌ ` 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”‚ LABELING APPROACHESโ€ฆ
Topic 3
โœจ

๐Ÿ“Š Labeling Tools Comparison

๐Ÿ“ˆ | Tool | Type | Best For | Free? | Key Feature |โ€ฆ
Topic 4
๐Ÿงฎ

๐Ÿ’ป Labeling Pipeline โ€” Complete Example

๐Ÿงฎ `python ============================================ Data Labeling Pipeline โ€” Productionโ€ฆ
Topic 5
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿค– Active Learning โ€” Smart Labeling

๐ŸŽฒ ` 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”‚ ACTIVE LEARNING = Modelโ€ฆ
Topic 6
๐Ÿ” ๐Ÿ“Š ๐Ÿ”ฌ

โ“ Quiz

๐Ÿ’ก

a) Data delete karna

๐Ÿ”‘

b) Raw data ko annotations/tagsโ€ฆ

โšก

c) Model train karna

๐ŸŽฏ

a) Labels ki zaroorat nahi

Comparison
โœจ

๐Ÿ“Š Labeling Tools Comparison

โš–๏ธ

Label Studio: Open-source

โš–๏ธ

Prodigy: Commercial

โš–๏ธ

CVAT: Open-source

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿท๏ธ Data Labeling โ€” ML Models Ko Sikhane Ke Liye Labels! ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿท๏ธ Data Labeling โ€” ML Models Ko Sikhane Ke Liye Labels! ka 'Label Studio' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿท๏ธ Data Labeling โ€” ML Models Ko Sikhane Ke Liye Labels! Complete!

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โœ…

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