Core AI

RAG & Vector Search

Retrieval-augmented generation, vector databases, embeddings and semantic search

4,142
lessons
Skills in this topic
View full skill map →
RAG Basics
beginner
Chunk documents with LangChain or LlamaIndex
Vector Stores
intermediate
Set up Pinecone, Weaviate, or pgvector
RAG Evaluation
intermediate
Run RAGAS evaluation on a RAG pipeline
Advanced RAG
advanced
Build a hybrid BM25 + dense retrieval pipeline
Videos 3,464 Reads 678
Level: All Beginner Intermediate Advanced
Any Length Short (<5m) Medium (5-20m) Long (>20m)
Newest Popular Oldest
RAG vs Fine-tuning (n8n) #n8n #rag #finetuning
1:41
RAG & Vector Search ⚡ AI Lesson
RAG vs Fine-tuning (n8n) #n8n #rag #finetuning
The AI Automators Beginner 1y ago
What is Retrieval Augmented Generation (RAG) ? Simplified Explanation
0:36
RAG & Vector Search ⚡ AI Lesson
What is Retrieval Augmented Generation (RAG) ? Simplified Explanation
GetDevOpsReady Beginner 1y ago
📚 Continue on Coursera External links · Free to audit
1 / 3 View all →
Validate LLM Embeddings for Production Use
📚 External: Coursera ↗
Self-paced
Validate LLM Embeddings for Production Use
Opens on Coursera ↗
Advanced RAG Patterns
📚 External: Coursera ↗
Self-paced
Advanced RAG Patterns
Opens on Coursera ↗
Project: Generative AI Applications with RAG and LangChain
📚 External: Coursera ↗
Self-paced
Project: Generative AI Applications with RAG and LangChain
Opens on Coursera ↗
Master Retrieval-Augmented Generation (RAG) Systems
📚 External: Coursera ↗
Self-paced
Master Retrieval-Augmented Generation (RAG) Systems
Opens on Coursera ↗
Java Programming: Build a Recommendation System
📚 External: Coursera ↗
Self-paced
Java Programming: Build a Recommendation System
Opens on Coursera ↗
Manage Data in Chroma
📚 External: Coursera ↗
Self-paced
Manage Data in Chroma
Opens on Coursera ↗