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🎯 Topic 24: Prompt Optimization & Testing

Course: LLM Engineering — Pair 24/80 Section: 3 — Prompt Engineering Mastery Level: ⭐⭐⭐⭐ Advanced…

Topic 1
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🎯 Is Topic Me Kya Seekhoge?

📚 ` ┌─────────────────────────────────────────────────────────────────┐ │ ✅ Prompt…
Topic 2
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📚 1. Prompt Optimization Kya Hai?

💡 🎯 Problem ` Raw Prompt: "Tell me about AI" → Vague, unfocused response 😕 Optimized…
Topic 3
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📚 2. Optimization Techniques

🎯 🔧 Technique Categories `…
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📚 3. Prompt Testing Methodology

⭐ 📊 Test Types ` ┌────────────────────────────────────────────────────────────────┐ │ │ │…
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💻 4. Complete Python Implementation

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Prompt version management

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Test suite creation & execution

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A/B testing with statistical…

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Multiple evaluation metrics

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📊 5. Optimization Best Practices

✨ ` ┌────────────────────────────────────────────────────────────────┐ │ Practice │ Details…
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🧠 6. Quiz Time!

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A) Temperature change karo

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B) Golden test set banao ✅

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C) Model change karo

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D) Prompt delete karo

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🚀 ⬅️ Previous: 23-Prompt-Chaining.md ➡️ Next: 25-RAG-Introduction.md 🎯 Test karo, measure…
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🎯 Topic 24: Prompt Optimization & Testing ka sabse sahi definition kya hai?

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