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Local RAG: Build Your Own AI Assistant
Building Local RAG Systems
Getting Started
Introduction to Local RAG Systems
Document Processing Pipeline
Understanding Embeddings & Vector Search
Building a Vector Database
Building the Retrieval Pipeline
Local LLM Integration
Complete System Integration
Live streams
Livestream 1: Introduction, setup, and document chunking
Livestream 2: Document chunking pipeline and Intro to Embeddings
Livestream 3: Creating embeddings and beginning streamlit app
Livestream 4: Visualizing embeddings
Livestream 5: VectorDB and LLM integration
Livestream 6: Creating synthetic eval datasets with LLMs
Livestream 7: Finding and removing low quality chunks from RAG systems
Livestream 7: Finding and removing low quality chunks from RAG systems
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