Vector Stores

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]

1littlecoder · beginner hands-on

→ Implement vector stores for efficient information retrieval→ Use ctransformers for PDF processing

Vector Support Public Preview in Azure SQL Database & Managed Instance | Data Exposed

Microsoft Developer · intermediate hands-on

→ Create vector embeddings in Azure SQL Database→ Query vector data with Azure SQL Managed Instance

Spin Up Weaviate

Coursera · intermediate hands-on

→ Deploy Weaviate→ Configure Weaviate for querying→ Populate Weaviate with data

Journey 3: Optimize Your Vector Index for Scale

Microsoft Developer · beginner hands-on

→ Implement vector compression techniques→ Reduce vector index size→ Improve query performance

🚀 Deploy a PRIVATE Chroma Vector DB to AWS | Step by step 🚀

Tim Carambat · beginner hands-on

→ Deploy a vector database to cloud→ Secure vector database with API key

AI-Powered Resumes with Super People & Weaviate

Weaviate vector database · intermediate hands-on

→ Use Weaviate for vector storage→ Query vector databases

Build Advanced Retrieval-Augmented Generation (RAG) with MongoDB Vector Search

Krish Naik · intermediate hands-on

→ Use MongoDB Vector Search for RAG→ Optimize vector stores for performance

Creating & Ingesting Your Own Embeddings in Weaviate | Vector Databases for Beginners | Part 7

Data Science Dojo · beginner hands-on

→ Generate custom embeddings→ Import embeddings into Weaviate

Configuring Vector Search in AlloyDB

Coursera · beginner hands-on

→ Configure vector search in AlloyDB→ Use the Google Cloud console for vector search

Deploy Vector DBs Securely

Coursera · intermediate hands-on

→ Deploy vector databases securely→ Configure vector DBs for production

Read (10 articles)