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🔧 Topic 37: LoRA & QLoRA — Parameter-Efficient Fine-Tuning

Course: LLM Engineering — Pair 37/80 Section: 5 — Fine-Tuning Level: ⭐⭐⭐⭐ Advanced Prev:…

Topic 1
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🎯 Is Topic Me Kya Seekhoge?

📚 ` ┌─────────────────────────────────────────────────────────────┐ │ ✅ LoRA kya hai aur…
Topic 2
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📚 1. LoRA Architecture

💡 ` ┌──────────────────────────────────────────────────────────────────┐ │ LoRA: Low-Rank…
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📊 2. LoRA vs QLoRA vs Full FT

🎯 ` ┌────────────────────────────────────────────────────────────────────┐ │ Feature │ Full…
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📚 3. Key Hyperparameters

⭐ ` ┌────────────────────────────────────────────────────────────────┐ │ Parameter │…
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💻 4. Complete Python Implementation

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LoRA adapter creation and training

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QLoRA with 4-bit quantization

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Target module configuration

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Adapter merging

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📊 5. Target Module Selection Guide

✨ ` ┌────────────────────────────────────────────────────────────────┐ │ Target Module │…
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🧠 6. Quiz Time!

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A) Low quality

🔑

B) Weight matrix ko chhoti rank ke…

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C) Low learning rate

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D) Low data

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🚀 ⬅️ Previous: 36-Dataset-Preparation.md ➡️ Next: 38-PEFT-Methods.md 🔧 LoRA/QLoRA =…
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🔧 Topic 37: LoRA & QLoRA — Parameter-Efficient Fine-Tuning ka sabse sahi definition kya hai?

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