{"repo":"build-on-aws/langchain-embeddings","free":true,"listed":false,"github":"https://github.com/build-on-aws/langchain-embeddings","clone":"git clone https://github.com/build-on-aws/langchain-embeddings.git","description":"This repository demonstrates the construction of a state-of-the-art multimodal search engine, leveraging Amazon Titan Embeddings, Amazon Bedrock, and LangChain.","language":"Jupyter Notebook","stars":58,"topics":["aurora","embeddings","lambda","langchain","llm","postgresql","python"],"license":"MIT-0","category":"ai-agents","readme_excerpt":"🚀 Multimodal Search Learning Experience Getting started with Amazon Bedrock, RAG, and Vector database in Python Search across text, images, and video content with natural language queries ⭐ Star this repository 🎯 Learning Path: Explore → Build → Scale 🛠️ Component 📝 What You'll Learn ⏱️ Time 📊 Level -------------- --------------------- ---------- ---------- 📓 Jupyter Notebooks Multimodal AI fundamentals with interactive tutorials 30-120 min 🗄️ Aurora PostgreSQL Vector Database Vector database setup with pgvector extension 15 min ⚡ Serverless Lambda Vector Database System Multi-modal document processing with Lambda 10 min 🎥 Ask Your Video: Audio/Video Processing Pipeline Video analysis with ECS and vector search 25 min --- 📓 Learning Notebooks 📓 Notebook 🎯 Focus & Key Learning ⏱️ Time 📊 Level 🖼️ Diagram ------------- ------------------------ ---------- ---------- ------------ 01 - Semantic Search with LangChain, Amazon Titan Embeddings, and FAISS Text embeddings and PDF processing - Document chunking, embeddings generation, FAISS vector store operations 30 min 02 - Building a Multimodal Image Search App with Titan Embeddings Visual search capabilities - Image embeddings, multimodal search, natural language image queries 45 min 03 - Supercharging Vector Similarity Search with Amazon Aurora and pgvector Production database setup - PostgreSQL vector operations, pgvector extension, scalable similarity search 60 min 04 - Video Understanding Video content analysis - Nov","default_branch":null,"files":null,"tree":[],"storefront":"/r/build-on-aws","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/build-on-aws/langchain-embeddings/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}