Core AI

RAG & Vector Search

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

5,307
lessons
Skills in this topic
View full skill map โ†’
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
AI Dev 26 x SF | Jeff Huber: Everything You Need to Know About Agentic Search
RAG & Vector Search
AI Dev 26 x SF | Jeff Huber: Everything You Need to Know About Agentic Search
DeepLearningAI Intermediate 3h ago
NEW Topological RAG for Temporal AI Memory - CRAZY! ๐Ÿ˜†
RAG & Vector Search
NEW Topological RAG for Temporal AI Memory - CRAZY! ๐Ÿ˜†
Discover AI Advanced 1d ago
Connecting the Dots with Context Graphs โ€” Stephen Chin, Neo4j
RAG & Vector Search
Connecting the Dots with Context Graphs โ€” Stephen Chin, Neo4j
AI Engineer Intermediate 4d ago
The Complete Guide to Hybrid Search in RAG (BM25 + Embeddings + Reranker)
RAG & Vector Search
The Complete Guide to Hybrid Search in RAG (BM25 + Embeddings + Reranker)
Dave Ebbelaar Beginner 6d ago
RAG for SKILLS: Retrieval Augmented Execution (SkillRAE)
RAG & Vector Search
RAG for SKILLS: Retrieval Augmented Execution (SkillRAE)
Discover AI Beginner 1w ago
Taking RAG Pipeline To Production With Caching And Observability
RAG & Vector Search
Taking RAG Pipeline To Production With Caching And Observability
Krish Naik Intermediate 1w ago
Building Agentic RAG From Scratch in Pure Python
RAG & Vector Search
Building Agentic RAG From Scratch in Pure Python
Dave Ebbelaar Beginner 1w ago
Traditional RAG Vs Vectorless RAG-When To Use What?
RAG & Vector Search
Traditional RAG Vs Vectorless RAG-When To Use What?
Krish Naik Intermediate 1w ago
Agentic Search for Context Engineering โ€” Leonie Monigatti, Elastic
RAG & Vector Search
Agentic Search for Context Engineering โ€” Leonie Monigatti, Elastic
AI Engineer Intermediate 1w ago
Gemini File Search Update: Multimodal RAG, Metadata Filters & Page Citations
RAG & Vector Search
Gemini File Search Update: Multimodal RAG, Metadata Filters & Page Citations
Analytics Vidhya Intermediate 1w ago
This (RAG Project) is ๐Ÿ”ฅ
RAG & Vector Search
This (RAG Project) is ๐Ÿ”ฅ
AI Coach John (Tamil) Intermediate 1w ago
RAG Explained | All about RAG - Retrieval Augmented Generation
RAG & Vector Search
RAG Explained | All about RAG - Retrieval Augmented Generation
codebasics Beginner 2w ago
What you can do with Gemini Embedding 2
RAG & Vector Search
What you can do with Gemini Embedding 2
Google for Developers Intermediate 2w ago
FastEmbed: Local AI Embeddings in Python
RAG & Vector Search
FastEmbed: Local AI Embeddings in Python
NeuralNine Intermediate 2w ago
RAG Explained For Beginners | What Is RAG | RAG Tutorial | Retrieval Augmented Reality | Simplilearn
RAG & Vector Search
RAG Explained For Beginners | What Is RAG | RAG Tutorial | Retrieval Augmented Reality | Simplilearn
Simplilearn Beginner 3w ago
How AI Search Engines Work | 1.1. AEO Course by Ahrefs
RAG & Vector Search
How AI Search Engines Work | 1.1. AEO Course by Ahrefs
Ahrefs Beginner 3w ago
How AI Search Algorithms Actually Work (And How to Beat Them)
RAG & Vector Search
How AI Search Algorithms Actually Work (And How to Beat Them)
Neil Patel Beginner 3w ago
Beyond Vector Search: What RAG Actually Needs | Yohan Lasorsa | Azure Cosmos DB Conf 2026
RAG & Vector Search
Beyond Vector Search: What RAG Actually Needs | Yohan Lasorsa | Azure Cosmos DB Conf 2026
Microsoft Developer Intermediate 3w ago
Why is RAG ๐Ÿ”ฅ so IMPORTANT? Simplified in Tamil
RAG & Vector Search
Why is RAG ๐Ÿ”ฅ so IMPORTANT? Simplified in Tamil
AI Coach John (Tamil) Intermediate 3w ago
Graph RAG Tutorial | Build Knowledge Graph Powered Retrieval Systems LangChain, ChromaDB & RAGAS
RAG & Vector Search
Graph RAG Tutorial | Build Knowledge Graph Powered Retrieval Systems LangChain, ChromaDB & RAGAS
Analytics Vidhya Beginner 3w ago
Toy Augmented Generation Project to a Production-Ready AI System
RAG & Vector Search
Toy Augmented Generation Project to a Production-Ready AI System
codebasics Beginner 1mo ago
Vector Databases and Embeddings With ChromaDB: Vectors & Word Embeddings
RAG & Vector Search
Vector Databases and Embeddings With ChromaDB: Vectors & Word Embeddings
Real Python Beginner 1mo ago
RAG Explained in Tamil | Build Your First Generative AI Project | Adi Explains
RAG & Vector Search
RAG Explained in Tamil | Build Your First Generative AI Project | Adi Explains
Adi Explains Beginner 1mo ago
SQL vs Vector Database 2026 | Key Differences Explained | SQL vs Vector DB | #Shorts |#simplilearn
RAG & Vector Search
SQL vs Vector Database 2026 | Key Differences Explained | SQL vs Vector DB | #Shorts |#simplilearn
Simplilearn Beginner 1mo ago
BM25 vs Vector on the Same Query #rag #hybridsearch #llm
RAG & Vector Search
BM25 vs Vector on the Same Query #rag #hybridsearch #llm
Shane | LLM Implementation Beginner 1mo ago
Qdrant: Perfect Vector Store For RAG in Python
RAG & Vector Search
Qdrant: Perfect Vector Store For RAG in Python
NeuralNine Intermediate 1mo ago
The End of Frozen Models and RAG Pipelines #ai #podcast
RAG & Vector Search
The End of Frozen Models and RAG Pipelines #ai #podcast
The MAD Podcast with Matt Turck Intermediate 1mo ago
Hybrid Search Finds What Vectors Miss (RAG)
RAG & Vector Search
Hybrid Search Finds What Vectors Miss (RAG)
Shane | LLM Implementation Intermediate 1mo ago
METAโ€™s New SIRA: Superintelligence RAG
RAG & Vector Search
METAโ€™s New SIRA: Superintelligence RAG
Discover AI Beginner 1w ago
A Better, Cheaper RAG (Neuro-Sym Multi-hop Reasoning)
RAG & Vector Search
A Better, Cheaper RAG (Neuro-Sym Multi-hop Reasoning)
Discover AI Beginner 1w ago
The Small Model Infrastructure Nobody Built (So We Did) โ€” Filip Makraduli, Superlinked
RAG & Vector Search
The Small Model Infrastructure Nobody Built (So We Did) โ€” Filip Makraduli, Superlinked
AI Engineer Intermediate 2w ago
RAG in 60 seconds(Tamil) ๐Ÿ”ฅ
RAG & Vector Search
RAG in 60 seconds(Tamil) ๐Ÿ”ฅ
AI Coach John (Tamil) Intermediate 4w ago
8 RAG Concepts Explained in 26 Minutes ๐Ÿ”ฅ: April 2026
RAG & Vector Search
8 RAG Concepts Explained in 26 Minutes ๐Ÿ”ฅ: April 2026
AI Coach John (Tamil) Beginner 1mo ago
Project: Full RAG Implementation in LangGraph
RAG & Vector Search
Project: Full RAG Implementation in LangGraph
Analytics Vidhya Intermediate 1mo ago
18. LLM Ops: Local FastAPI Deployment, Ollama, and Metadata Analysis
RAG & Vector Search
18. LLM Ops: Local FastAPI Deployment, Ollama, and Metadata Analysis
Analytics Vidhya Intermediate 1mo ago
17. RAG Evaluation Deep Dive: Measuring AI Quality in Production LLM Ops
RAG & Vector Search
17. RAG Evaluation Deep Dive: Measuring AI Quality in Production LLM Ops
Analytics Vidhya Intermediate 1mo ago
16. LLM Ops Architecture: Implementing Output Validation and Structured AI Responses
RAG & Vector Search
16. LLM Ops Architecture: Implementing Output Validation and Structured AI Responses
Analytics Vidhya Intermediate 1mo ago
7. What is RAG? A Guide to Retrieval Augmented Generation and RAG Ops
RAG & Vector Search
7. What is RAG? A Guide to Retrieval Augmented Generation and RAG Ops
Analytics Vidhya Beginner 1mo ago
From Chunks to Connections: Graph RAG with Neo4j for Hierarchical Intelligence
RAG & Vector Search
From Chunks to Connections: Graph RAG with Neo4j for Hierarchical Intelligence
Analytics Vidhya Intermediate 1mo ago
Vectorless RAG Tutorial With PageIndex-No VectorDB And Chunking Required
RAG & Vector Search
Vectorless RAG Tutorial With PageIndex-No VectorDB And Chunking Required
Krish Naik Beginner 1mo ago
RAG Evaluation Metrics Tutorial
RAG & Vector Search
RAG Evaluation Metrics Tutorial
Analytics Vidhya Beginner 1mo ago
Build a Graph RAG System from Scratch
RAG & Vector Search
Build a Graph RAG System from Scratch
Analytics Vidhya Beginner 1mo ago
Why Classic RAG Fails & How Graph RAG Solves It
RAG & Vector Search
Why Classic RAG Fails & How Graph RAG Solves It
Analytics Vidhya Intermediate 1mo ago
Build a RAG System from Scratch with Python
RAG & Vector Search
Build a RAG System from Scratch with Python
Analytics Vidhya Intermediate 1mo ago
Graph RAG Project Problem Statement
RAG & Vector Search
Graph RAG Project Problem Statement
Analytics Vidhya Intermediate 1mo ago
Knowledge Graph, Vector Store, Graph Store & Retriever Layer
RAG & Vector Search
Knowledge Graph, Vector Store, Graph Store & Retriever Layer
Analytics Vidhya Beginner 1mo ago
Entity Graphs, Multi-Hop Retrieval Explained
RAG & Vector Search
Entity Graphs, Multi-Hop Retrieval Explained
Analytics Vidhya Beginner 1mo ago
Classic RAG Limitations Explained
RAG & Vector Search
Classic RAG Limitations Explained
Analytics Vidhya Intermediate 1mo ago
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