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Skill Topic ยท Cinematic

๐ŸŽฏ Few-Shot & Meta Learning โ€” Kam Data Se Seekhna

Deep Learning Series #54 โ€” Jab model ko sirf 1-5 examples se naye class seekhne hon โ€” yahi few-shotโ€ฆ

Overview
๐ŸŒŸ

๐ŸŽฏ Few-Shot & Meta Learning โ€” Kam Data Se Seekhna โ€” Quick Facts

๐Ÿ“Œ

Approach: Method

๐ŸŽฏ

Siamese: Metric

โšก

Prototypical: Metric

๐Ÿ”‘

Matching: Metric

Topic 1
โœจ

๐Ÿ’ก Few-Shot Learning Landscape

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”€โ”€โ” โ”‚ FEW-SHOT LEARNING TYPESโ€ฆ
Topic 2
โœจ

๐Ÿ“Š Approaches Comparison

๐Ÿ’พ | Approach | Method | Idea | Pros | Cons | |----------|--------|------|------|------| |โ€ฆ
Topic 3
โœจ

๐Ÿ’ป Few-Shot Learning Framework

๐Ÿ—„๏ธ `python ============================================ Few-Shot & Meta Learning Frameworkโ€ฆ
Topic 4
โœจ

โ“ Quiz

๐Ÿ’ก

a) 5 models train karo

๐Ÿ”‘

b) 5 classes hain aur har class kaโ€ฆ

โšก

c) 5 epochs training

๐ŸŽฏ

a) Random guess

Comparison
โœจ

๐Ÿ“Š Approaches Comparison

โš–๏ธ

Siamese: Metric

โš–๏ธ

Prototypical: Metric

โš–๏ธ

Matching: Metric

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐ŸŽฏ Few-Shot & Meta Learning โ€” Kam Data Se Seekhna ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐ŸŽฏ Few-Shot & Meta Learning โ€” Kam Data Se Seekhna ka 'Siamese' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐ŸŽฏ Few-Shot & Meta Learning โ€” Kam Data Se Seekhna Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

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