Personal Knowledge Assistant
Course: Intermediate AI
Description
An intelligent knowledge management system that transforms your documents, papers, and notes into a searchable AI assistant. Users can add various documents to build a custom knowledge base, then ask questions to retrieve relevant information with citations. The system combines document processing, semantic search, and AI generation to provide accurate answers sourced exclusively from your personal materials.
What You'll Learn
Retrieval-Augmented Generation (RAG): End-to-end systems that combine document search with AI generation for accurate, sourced responses.
LangChain framework integration: Using LangChain tools to orchestrate complex AI workflows involving retrieval, processing, and generation steps.
Vector database: Creating and querying embeddings databases to enable semantic search across large document collections.
Citation and source tracking: Building systems that maintain document provenance and provide precise references for AI-generated responses.