Track 5: RAG: Retrieval-Augmented Generation
Advanced RAG: Vector Databases, Hybrid Search, GraphRAG & Agentic RAG
45 lessons
Track 5: RAG: Retrieval-Augmented Generation, Embeddings
Embeddings Explained With Code, Free and Local
Embed sentences on your laptop and compare them.
Part of Get an AI Engineering Job (50 of 83)
Get notified on YouTube Udemy certificate: coming soon
Course
Advanced RAG: Vector Databases, Hybrid Search, GraphRAG & Agentic RAG
Udemy: coming soon
Tools
- sentence-transformers (open-source, free)
- Ollama (open-source, free)
Watch first
Then try
- Choosing an Embedding Model: Paid vs Open, Multilingual, ColBERT
- What a Vector Database Does: ANN, HNSW, IVF
In this module
- Embeddings Explained With Code, Free and Local
- Choosing an Embedding Model: Paid vs Open, Multilingual, ColBERT
- Fine-Tune an Embedding Model on Your Domain
The course this lesson belongs to