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| 1 | +--- |
| 2 | +Title: Redis AI notebooks collection |
| 3 | +alwaysopen: false |
| 4 | +categories: |
| 5 | +- docs |
| 6 | +- operate |
| 7 | +- rs |
| 8 | +- rc |
| 9 | +description: This collection showcases how Redis can be integrated into AI workflows to enhance performance, reduce latency, and enable real-time AI applications. Each notebook comes with complete code examples, explanations, and integration guides. |
| 10 | +linkTitle: AI notebooks collection |
| 11 | +weight: 40 |
| 12 | +--- |
| 13 | + |
| 14 | + |
| 15 | +| Notebook | Category | Description | | |
| 16 | +|----------|----------|-------------|--| |
| 17 | +| The place to start if you are brand new to Redis | Introduction | Great for Redis beginners looking for a guided Colab experience. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/redis-intro/00_redis_intro.ipynb) | |
| 18 | +| Implementing hybrid search with Redis | Hybrid and Vector Search | Combines vector similarity with keyword filters. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/vector-search/02_hybrid_search.ipynb) | |
| 19 | +| Vector search with Redis Python client | Hybrid and Vector Search | Demonstrates pure vector search using the Redis Python client. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/vector-search/00_redispy.ipynb) | |
| 20 | +| Vector search with Redis Vector Library | Hybrid and Vector Search | Uses RedisVL for advanced vector indexing and querying. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/vector-search/01_redisvl.ipynb) | |
| 21 | +| RAG from scratch with Redis Vector Library | RAG | Basic RAG implementation using RedisVL. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/RAG/01_redisvl.ipynb) | |
| 22 | +| RAG using Redis and LangChain | RAG | Shows integration between Redis and LangChain for RAG. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/RAG/02_langchain.ipynb) | |
| 23 | +| RAG using Redis and LlamaIndex | RAG | Walkthrough of RAG with Redis and LlamaIndex. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/RAG/03_llamaindex.ipynb) | |
| 24 | +| Advanced RAG with redisvl | RAG | Advanced concepts and techniques using RedisVL. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/RAG/04_advanced_redisvl.ipynb) | |
| 25 | +| RAG using Redis and Nvidia | RAG | NVIDIA + Redis for LLM context retrieval. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/RAG/05_nvidia_ai_rag_redis.ipynb) | |
| 26 | +| Utilize RAGAS framework to evaluate RAG performance | RAG | Evaluation of RAG apps using the RAGAS framework. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/RAG/06_ragas_evaluation.ipynb) | |
| 27 | +| Vector search with Azure | RAG | Example with Azure Cache for Redis. | [<button>Get Started</button>](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/vector-similarity-search-with-azure-cache-for-redis-enterprise/3822059) | |
| 28 | +| RAG with Spring AI | RAG | Blog article on integrating Redis with Spring AI. | [<button>Get Started</button>](https://redis.io/blog/building-a-rag-application-with-redis-and-spring-ai/) | |
| 29 | +| RAG with Vertex AI | RAG | Guide to use Redis in GCP stack with Vertex AI. | [<button>Get Started</button>](https://github.com/redis-developer/gcp-redis-llm-stack/tree/main) | |
| 30 | +| LangGraph and agents | Agents | Getting started with agent workflows. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/agents/00_langgraph_redis_agentic_rag.ipynb) | |
| 31 | +| Movie recommendation system | Agents | Collaborative agent-based movie recommender. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/agents/01_crewai_langgraph_redis.ipynb) | |
| 32 | +| LLM session manager with semantic similarity | LLM Memory | Tracks conversation sessions using Redis and similarity. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/llm-session-manager/00_llm_session_manager.ipynb) | |
| 33 | +| Multiple simultaneous chat sessions | LLM Memory | Supports handling multiple chat threads. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/llm-session-manager/01_multiple_sessions.ipynb) | |
| 34 | +| Semantic cache with Llama3.1 | Semantic Caching | Uses Doc2Cache framework with Llama3.1. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/semantic-cache/doc2cache_llama3_1.ipynb) | |
| 35 | +| Semantic cache with Gemini | Semantic Caching | Gemini-based semantic caching demo. | [<button>Get Started</button>](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/semantic-cache/semantic_caching_gemini.ipynb) | |
| 36 | +| Facial recognition | Computer Vision | Face matching using Facenet and RedisVL. | [<button>Get Started</button>](https://github.com/redis-developer/redis-ai-resources/blob/main/python-recipes/computer-vision/00_facial_recognition_facenet.ipynb) | |
| 37 | +| Content filtering with redisvl | Recommendation Systems | Introduction to content-based filtering. | [<button>Get Started</button>](https://github.com/redis-developer/redis-ai-resources/blob/main/python-recipes/recommendation-systems/00_content_filtering.ipynb) | |
| 38 | +| Collaborative filtering with redisvl | Recommendation Systems | Intro to collaborative filtering with RedisVL. | [<button>Get Started</button>](https://github.com/redis-developer/redis-ai-resources/blob/main/python-recipes/recommendation-systems/01_collaborative_filtering.ipynb) | |
| 39 | +| Advanced RAG example | Best Practices | Demonstrates mature RAG implementation patterns. | [<button>Get Started</button>](https://github.com/redis-developer/redis-ai-resources/blob/main/python-recipes/RAG/04_advanced_redisvl.ipynb) | |
| 40 | + |
| 41 | + |
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