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Skill Topic ยท Cinematic

๐Ÿ”ง Fine-tuning Techniques

Deep Learning Series #38 โ€” Full, LoRA, Adapter, Prefix Tuning, QLoRA! Bade models ko efficientlyโ€ฆ

Overview
๐ŸŒŸ

๐Ÿ”ง Fine-tuning Techniques โ€” Quick Facts

๐Ÿ“Œ

Method: Params Trained

๐ŸŽฏ

Full FT: 100%

โšก

LoRA: 0.1-1%

๐Ÿ”‘

QLoRA: 0.1-1%

Topic 1
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ’ก Fine-tuning 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”€โ”€โ” โ”‚ FINE-TUNING SPECTRUM โ”‚ โ”‚โ€ฆ
Topic 2
โœจ

๐Ÿ“Š Comparison Table

๐Ÿ’ก | Method | Params Trained | Memory | Speed | Accuracy | Storage |โ€ฆ
Topic 3
โœจ

๐Ÿ’ป Complete Code

๐ŸŽฏ `python ============================================= Fine-tuning Techniques โ€” Completeโ€ฆ
Topic 4
โœจ

โ“ Quiz

๐Ÿ’ก

a) Arbitrary choice

๐Ÿ”‘

b) Research ne show kiya keโ€ฆ

โšก

c) Memory limit hai

๐ŸŽฏ

a) Normal quantization

Comparison
โœจ

๐Ÿ“Š Comparison Table

โš–๏ธ

Full FT: 100%

โš–๏ธ

LoRA: 0.1-1%

โš–๏ธ

QLoRA: 0.1-1%

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ”ง Fine-tuning Techniques ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ”ง Fine-tuning Techniques ka 'Full FT' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ”ง Fine-tuning Techniques Complete!

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โœ…

๐Ÿ”ง Fine-tuning Techniques Complete

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