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🗄️ Topic 26: Vector Databases

Course: LLM Engineering — Pair 26/80 Section: 4 — RAG Systems Level: ⭐⭐⭐ Intermediate Prev:…

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🎯 Is Topic Me Kya Seekhoge?

📊 ` ┌─────────────────────────────────────────────────────────────────┐ │ ✅ Vector Database…
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📚 1. Vector Database Kya Hai?

💾 🎯 Traditional DB vs Vector DB ` Traditional Database (SQL/NoSQL):…
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📚 2. Search Algorithms

🗄️ 📊 ANN (Approximate Nearest Neighbor) Algorithms `…
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📚 3. Popular Vector Databases

📈 ` ┌────────────────────────────────────────────────────────────────────┐ │ Database │…
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📥 📥 🧠 🔬 💡 🎯

💻 4. Complete Python Implementation

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CRUD operations for vectors

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Multiple distance metrics (cosine,…

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Metadata filtering

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Namespace isolation

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📊 5. Choosing a Vector Database

📉 ` ┌─────────────────────────────────────────────────────────────────┐ │ Scenario │…
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🧠 6. Quiz Time!

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A) Tables and rows

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B) Key-value pairs

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C) Numerical embedding vectors ✅

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D) Graph nodes

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🌐 ⬅️ Previous: 25-RAG-Introduction.md ➡️ Next: 27-Embedding-Models.md 🗄️ Vector databases =…
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🗄️ Topic 26: Vector Databases ka sabse sahi definition kya hai?

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🗄️ Topic 26: Vector Databases Complete!

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