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🧩 Topic 38: PEFT Methods — All Parameter-Efficient Approaches

Course: LLM Engineering — Pair 38/80 Section: 5 — Fine-Tuning Level: ⭐⭐⭐⭐ Advanced Prev:…

Topic 1

🎯 Is Topic Me Kya Seekhoge?

📚 ` ┌─────────────────────────────────────────────────────────────┐ │ ✅ PEFT kya hai —…

Topic 2

📚 1. PEFT Methods Overview

💡 ` ┌──────────────────────────────────────────────────────────────────┐ │ PEFT METHODS…

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📊 2. Methods Comparison

🎯 ` ┌────────────────────────────────────────────────────────────────────────┐ │ Method │…

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💻 3. Complete Python Implementation

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8 PEFT methods supported

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Unified create/train/compare…

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Memory estimation per method

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Comprehensive comparison

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🧠 5. Quiz Time!

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A) Pre-trained Efficient…

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B) Parameter-Efficient Fine-Tuning…

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C) Prompt-Enhanced Fine-Tuning

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D) Partial Extreme Fine-Tuning

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🔗 Navigation

✨ ⬅️ Previous: 37-LoRA-QLoRA.md ➡️ Next: 39-HuggingFace-Pipeline.md 🧩 PEFT = har budget ke…

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