redis-ai-resources

✨ A curated list of awesome community resources, integrations, and examples of Redis in the AI ecosystem.
https://github.com/redis-developer/redis-ai-resources

Last synced: 3 days ago
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Benchmarks
- Recommendation Systems
  - ANN Benchmarks - Standard ANN Benchmarks site. *Only using single Redis OSS instance/client.*
Content
- Recommendation systems
  - Vector Databases and Large Language Models - Talk given at LLMs in Production Part 1 by Sam Partee.
  - NVIDIA Recsys with Redis
  - Building Intelligent Apps with Redis Vector Similarity Search
- Recommendation Systems
  - Vector Similarity Search: From Basics to Production - Introductory blog post to VSS and Redis as a VectorDB.
  - Real-Time Product Recommendations - Content-based recsys design with Redis and DocArray.
  - LabLab AI Redis Tech Page
  - Storing and querying for embeddings with Redis
  - RedisDays Trading Signals - Video "Using AI to Reveal Trading Signals Buried in Corporate Filings".
Demos
- Redis RAG Workbench - based chatbot over a user-uploaded PDF. Toggle different settings and configurations to improve chatbot performance and quality. Utilizes RedisVL, LangChain, RAGAs, and more. |
- ArxivChatGuru
- Redis VSS - Simple Streamlit Demo
- ArXiv Search
- Product Search
- Redis Movies Searcher
- My Jarvis Alexa Skill - term and long-term memories. |
- From Postgres to Redis Cloud with RDI - premises, and the data is movied and transformed to Redis Cloud. |
- Virtual Banking Assistant with Semantic Router
- Shopping AI Agent - shopping platform demo that combines Redis's speed with LangGraph's workflow orchestration. Get personalized recipe recommendations, smart product suggestions, and lightning-fast responses through semantic caching. |
- Restaurant Discovery AI Agent - fast responses through semantic caching. |
- Podcast Chatbot with Agent Memory - aware agents with Azure Managed Redis. |
- Car Dealership Assistant with Agent Memory - term and long-term memory. |
- Multi-Agent AI Text Adventure Game with Agent Memory and LangGraph.js - adventure game that demonstrates how to build a multi-agent AI workflows with LangGraph.js, Azure Managed Redis, and Agent Memory Server. |
Docs
- Recommendation systems
  - Redis Vector Database QuickStart
  - Redis Vector Similarity Docs - Official Redis literature for Vector Similarity Search.
  - Redis Stack - Redis Stack documentation.
  - Redis Clients - Redis client list.
- Recommendation Systems
  - Redis-py Search Docs - Redis-py client library docs for RediSearch.
  - Redis-py General Docs - Redis-py client library documentation.
  - Redis Vector Library Docs
Integrations
- ☕️ Java AI Recipes
  - RedisVL
  - AWS Bedrock
  - LangChain Python
  - LangChain JS
  - LiteLLM
  - Semantic Kernel
  - DocArray
  - Improving RAG quality with RAGAs
  - Level-up RAG with RedisVL
  - Vector Databases and AI-powered Search Talk - Video "Vector Databases and AI-powered Search" given by Sam Partee at SDSC 2023.
  - Benchmarking results for vector databases - Benchmarking results for vector databases, including Redis and 7 other Vector Database players.
  - Vector Databases and Large Language Models - Talk given at LLMs in Production Part 1 by Sam Partee.
  - Redis Retrieval Optimizer - Library for optimizing index, embedding, and search method usage within Redis.
  - Redis Vector Search API Docs - Official Redis literature for Vector Similarity Search.
- Recommendation systems
  - LlamaIndex - index) |
Recipes
- Feature Store
  - ![Open In GitHub - recipes/feature-store/01_card_transaction_search.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/feature-store/01_card_transaction_search.ipynb) |
- Semantic Caching
  - source
Tutorials
- Feature Store
  - RAG on VertexAI
  - Agentic RAG

Programming Languages

Python 5 Jupyter Notebook 2 TypeScript 2 Shell 1 Java 1

ecosyste.ms

Data

Tools

Indexes

Applications

Experiments

Awesome

redis-ai-resources

Benchmarks

Recommendation Systems

Content

Recommendation systems

Recommendation Systems

Demos

Docs

Recommendation systems

Recommendation Systems

Integrations

☕️ Java AI Recipes

Recommendation systems

Recipes

Feature Store

Semantic Caching

Tutorials

Feature Store