Vector Stores
Understand and operate vector databases — indexing, metadata filtering, ANN.
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Confidence · no data yet
After this skill you can…
- Set up Pinecone, Weaviate, or pgvector
- Implement metadata filtering
- Benchmark ANN recall vs latency
Prerequisites
Watch (10 videos)
FULLY LOCAL Mistral AI PDF Processing [Hands-on Tutorial]
→ Implement vector stores for efficient information retrieval→ Use ctransformers for PDF processing
Vector Support Public Preview in Azure SQL Database & Managed Instance | Data Exposed
→ Create vector embeddings in Azure SQL Database→ Query vector data with Azure SQL Managed Instance
Journey 3: Optimize Your Vector Index for Scale
→ Implement vector compression techniques→ Reduce vector index size→ Improve query performance
🚀 Deploy a PRIVATE Chroma Vector DB to AWS | Step by step 🚀
→ Deploy a vector database to cloud→ Secure vector database with API key
AI-Powered Resumes with Super People & Weaviate
→ Use Weaviate for vector storage→ Query vector databases
Build Advanced Retrieval-Augmented Generation (RAG) with MongoDB Vector Search
→ Use MongoDB Vector Search for RAG→ Optimize vector stores for performance
Creating & Ingesting Your Own Embeddings in Weaviate | Vector Databases for Beginners | Part 7
→ Generate custom embeddings→ Import embeddings into Weaviate
HIGHLY Scalable Vector Search Tutorial in 12 Mins!!!
→ Build a scalable vector search→ Implement a Q&A system using vector DB
Build your own Vector Store from Scratch: Vector Store/DB 101
→ Build a Vector Store from scratch→ Implement efficient indexing and search mechanisms→ Create and manage vectors
Discover LlamaIndex: Joint Text to SQL and Semantic Search
→ Use vector databases for semantic search→ Combine vector databases with SQL databases
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