Hands-On AI: Build a RAG Model from Scratch with Open Source Online Class | LinkedIn Learning, formerly Lynda.com
Hands-On AI: Build a RAG Model from Scratch with Open Source Online Class | LinkedIn Learning, formerly Lynda.com
6 months ago
linkedin.com
Embeddings for RAG - A Complete Overview | HackerNoon
Embeddings for RAG - A Complete Overview | HackerNoon
Nov 30, 2024
hackernoon.com
🏗️ Fix RAG: The 4 Failure Blocks! 🛠️ Scenario: RAG is a data factory, not a black box. Hallucinations usually stem from one of four architectural failures. The 4 Blocks 1. Ingestion: Poor chunking creates noise or loses context. Right-size your data! 2. Embedding: ""Drift"" happens if your model and index don't match. Re-index after model changes. 3. Retrieval: If the ""Top K"" search fails, the AI never sees the relevant info. 4. Generation: Context windows are limited. Don't retrieve more th
1:48
🏗️ Fix RAG: The 4 Failure Blocks! 🛠️ Scenario: RAG is a data factory, not a black box. Hallucinations usually stem from one of four architectural failures. The 4 Blocks 1. Ingestion: Poor chunking creates noise or loses context. Right-size your data! 2. Embedding: ""Drift"" happens if your model and index don't match. Re-index after model changes. 3. Retrieval: If the ""Top K"" search fails, the AI never sees the relevant info. 4. Generation: Context windows are limited. Don't retrieve more th
7.4K views2 months ago
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Why RAG Fails (It’s Not What You Think)
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This is why RAG feels hard #aiautomation #n8n #rag #founders #aiagents
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This is why RAG feels hard #aiautomation #n8n #rag #founders #aiagents
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RAG Failure Patterns, Explained
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Ganesh | AI Engineer on Instagram: "If RAG is returning wrong docs, this is a retrieval problem, not a generation problem. Here’s a real debugging checklist used in production. 1️⃣ Embeddings are weak (most common) If similar queries don’t return similar docs, everything downstream breaks. Quick test: Same query → do you get the same top-k docs consistently or most of the times? If not, your embedding space is noisy. Fix: Switch to stronger embeddings before tuning anything else (e.g., newer lar
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