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📊 Topic 54: LLM Observability — LangSmith, Langfuse, Phoenix

Course: LLM Engineering — Pair 9 of Section 6: LLM Ops & Serving Level: ⭐⭐⭐⭐ Advanced Prev:…

Topic 1
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🎯 Is Topic Me Kya Sikhoge?

📚 1. LLM Observability kya hai — traditional monitoring se kaise different 2. Tracing — har…
Topic 2
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📚 LLM Observability Kyun Zaroori Hai?

💡 ` Traditional App Monitoring: LLM App Monitoring: ✅ Latency ✅ Latency ✅ Error rates ✅…
Topic 3
📥 ⚙️ 🔬 💡

🏗️ LLM Observability Stack

🎯 ` ┌────────────────────────────────────────────────────────────────┐ │ LLM OBSERVABILITY…
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🐍 LLM Observability System — Full Implementation

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LLM-as-Judge (ek LLM doosre LLM ko…

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Heuristic checks (length, format,…

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Semantic similarity (embedding…

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Faithfulness check (RAG ke context…

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🔧 Tools Comparison

🔑 ` ┌────────────────────────────────────────────────────────────────┐ │ LLM OBSERVABILITY…
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📊 Key Metrics to Track

✨ ` ┌─────────────────────────────────────────────────────────────┐ │ MUST-TRACK LLM…
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❓ Quiz — 5 MCQs

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A) Same hai, koi difference nahi

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B) LLM me sirf latency matter…

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C) LLM me quality, cost, tokens,…

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D) Traditional monitoring zyada…

Topic 8
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🔗 Navigation

🚀 ⬅️ Previous: 53-LLM-Gateway.md | ➡️ Next: 55-AI-Agents-Intro.md Pro Tip: 📊 Production LLM…
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📊 Topic 54: LLM Observability — LangSmith, Langfuse, Phoenix ka sabse sahi definition kya hai?

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