Pinecone | Storage Engine | Indexing Algorithms | Optimizations | Downsides & Trade-offs | Use Cases
Pinecone is a fully managed vector database designed for fast and scalable similarity search in AI applications. It is particularly optimized for retrieval-augmented generation (RAG), semantic search, and recommendation systems, making it a leading choice for integrating with LLMs, OpenAI, and LangChain. applications.
Read MoreBuild an AI-Powered App with FastAPI, Qdrant, NumPy, and Pydantic | Step-by-Step Tutorial #9
FastAPI with Custom Decorators & Embeddings In this tutorial, we take FastAPI development to the next level by implementing custom decorators with error logging and enhancing vector generation with SentenceTransformers.
🔹 Key Topics Covered:
✅ Creating custom decorators for structured logging
✅ Handling exceptions globally with decorators
✅ Implementing automatic error handling across classes
✅ Refactoring project structure for better maintainability
✅ Integrating MPNet embeddings to generate semantic vectors