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๐ŸŽฏ Topic 31: Fine-Tuning Strategies โ€” Full, LoRA, Adapters

Course: NLP Advanced | Section 4: Pre-trained Language Models Topic: Fine-tuning Methods โ€” Fullโ€ฆ

Topic 1
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ“Œ Overview: Fine-Tuning Kyun Zaroori Hai?

๐Ÿ“š ` Pre-trained Model โ†’ Domain-Specific Model Pre-trained BERT:โ€ฆ
Topic 2
๐Ÿ’ก ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ”ถ Method 1: Full Fine-Tuning

๐Ÿ’ก ` Full Fine-Tuning: Update EVERY Parameterโ€ฆ
Topic 3
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐ŸŸข Method 2: LoRA (Low-Rank Adaptation)

๐ŸŽฏ ` LoRA: Sabse Popular PEFT Method! ๐Ÿ† Key Insight: Weight updates LOW-RANK hote hain!โ€ฆ
Topic 4
โœจ

๐Ÿ”ต Method 3: Adapters

โญ ` Adapter Layers: Original Model me chhote modules insert karoโ€ฆ
Topic 5
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐ŸŸก Method 4: Prefix Tuning

๐Ÿ”‘ ` Prefix Tuning: Virtual Tokens add karoโ€ฆ
Topic 6
โœจ

๐ŸŸ  Method 5: Prompt Tuning (Simplest PEFT)

โœจ ` Prompt Tuning: Sirf input embeddings me soft tokens add karoโ€ฆ
Topic 7
โœจ

๐Ÿ“Š All Methods Comparison

๐ŸŒŸ ` Fine-Tuning Methods โ€” Complete Comparison:โ€ฆ
Topic 8
โœจ

๐Ÿ’ป Complete Python Implementation

๐Ÿš€ `python from dataclasses import dataclass, field from typing import List, Dict, Tuple,โ€ฆ
Topic 9
โœจ

โ“ Quiz โ€” Fine-Tuning Mastery

๐Ÿ’ก

A) Random Gaussian

๐Ÿ”‘

B) Identity matrix

โšก

C) All ZEROS (taaki initially ฮ”W =โ€ฆ

๐ŸŽฏ

D) All ones

Topic 10
๐Ÿ’ก ๐Ÿ“Š ๐Ÿ”ฌ

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๐ŸŽฏ Topic 31: Fine-Tuning Strategies โ€” Full, LoRA, Adapters ka sabse sahi definition kya hai?

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๐ŸŽฏ Topic 31: Fine-Tuning Strategies โ€” Full, LoRA, Adapters Complete!

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