Core AI

RAG & Vector Search

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

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lessons
Skills in this topic
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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
LlamaIndex Query Routing in Python: Send Questions to SQL or RAG
RAG & Vector Search
LlamaIndex Query Routing in Python: Send Questions to SQL or RAG
Professor Py: AI Engineering Intermediate 2mo ago
Mastering ChromaDB for RAG | Complete Workflow + Debugging Tips
RAG & Vector Search
Mastering ChromaDB for RAG | Complete Workflow + Debugging Tips
AIGrounded Intermediate 2mo ago
Mastering RAG Evaluation | Debug, Optimize, and Reduce Hallucinations
RAG & Vector Search
Mastering RAG Evaluation | Debug, Optimize, and Reduce Hallucinations
AIGrounded Intermediate 2mo ago
Project Time | This #1 AI (RAG PROJECT 🔥) we Built Will BLOW Your Mind 🤯
RAG & Vector Search
Project Time | This #1 AI (RAG PROJECT 🔥) we Built Will BLOW Your Mind 🤯
AI Coach John (Tamil) Intermediate 2mo ago
Why is RAG 🔥 so IMPORTANT? Simplified in Tamil
RAG & Vector Search
Why is RAG 🔥 so IMPORTANT? Simplified in Tamil
AI Coach John (Tamil) Intermediate 2mo ago
DIP AI concepts: Embeddings!!  #ai #education #artificialintelligence
RAG & Vector Search
DIP AI concepts: Embeddings!! #ai #education #artificialintelligence
Devs in Progress Intermediate 2mo ago
Build a Production RAG Pipeline From Scratch (Hybrid Search, Reranking, Observability) | AI Engineer
RAG & Vector Search
Build a Production RAG Pipeline From Scratch (Hybrid Search, Reranking, Observability) | AI Engineer
The AI How Intermediate 2mo ago
Vectorless RAG is changing AI agents retrieval
RAG & Vector Search
Vectorless RAG is changing AI agents retrieval
Rakesh Gohel Intermediate 2mo ago
Stop perfecting your prompt. Do this instead
RAG & Vector Search
Stop perfecting your prompt. Do this instead
Jeff Su Intermediate 2mo ago
Project: Full RAG Implementation in LangGraph
RAG & Vector Search
Project: Full RAG Implementation in LangGraph
Analytics Vidhya Intermediate 2mo ago
Vectors Embeddings | Spring AI
RAG & Vector Search
Vectors Embeddings | Spring AI
Telusko Intermediate 2mo ago
5 AI Projects to Build in 2026 | Telugu | Vamsi Bhavani
RAG & Vector Search
5 AI Projects to Build in 2026 | Telugu | Vamsi Bhavani
Vamsi Bhavani Intermediate 2mo 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 2mo ago
Qdrant: Perfect Vector Store For RAG in Python
RAG & Vector Search
Qdrant: Perfect Vector Store For RAG in Python
NeuralNine Intermediate 2mo 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 2mo ago
Hybrid Search Finds What Vectors Miss (RAG)
RAG & Vector Search
Hybrid Search Finds What Vectors Miss (RAG)
Shane | LLM Implementation Intermediate 2mo ago
Build 100% Local Advanced RAG System for Financial PDFs with Qwen 3.5 | Docling, LangGraph & Ollama
RAG & Vector Search
Build 100% Local Advanced RAG System for Financial PDFs with Qwen 3.5 | Docling, LangGraph & Ollama
Venelin Valkov Intermediate 3mo ago
3: Sound Localization, Pitch, Timbre, and Loudness / Psychophysical Methods
RAG & Vector Search
3: Sound Localization, Pitch, Timbre, and Loudness / Psychophysical Methods
MIT OpenCourseWare Intermediate 3mo ago
2: Frequency Selectivity and Nonlinearity in Hearing
RAG & Vector Search
2: Frequency Selectivity and Nonlinearity in Hearing
MIT OpenCourseWare Intermediate 3mo ago
AI Components : Vectors, Tokenization, Embeddings
RAG & Vector Search
AI Components : Vectors, Tokenization, Embeddings
The Coding Engineer Intermediate 3mo ago
AI Search is *forcing* your website code to change.
RAG & Vector Search ⚡ AI Lesson
AI Search is *forcing* your website code to change.
Casey Keith Intermediate 3mo ago
Bullet Block Spring  physics demo
RAG & Vector Search
Bullet Block Spring physics demo
Zariga Tongy Intermediate 3mo ago
Technology Tree of Rag
RAG & Vector Search
Technology Tree of Rag
Vamaze Tech Intermediate 3mo ago
The FASTEST Way to Add RAG to Azure AI Agents
RAG & Vector Search
The FASTEST Way to Add RAG to Azure AI Agents
Azure Innovation Station | Azure AI Agents Intermediate 3mo ago
Late Interaction combines the best of Keyword and Semantic Search
RAG & Vector Search ⚡ AI Lesson
Late Interaction combines the best of Keyword and Semantic Search
Weaviate vector database Intermediate 3mo ago
Goodbye Google Forms — This AI Does It All
RAG & Vector Search
Goodbye Google Forms — This AI Does It All
Kevin Stratvert Intermediate 3mo ago
Why Your RAG Misses Answers (Reranking)
RAG & Vector Search ⚡ AI Lesson
Why Your RAG Misses Answers (Reranking)
Shane | LLM Implementation Intermediate 3mo ago
Stop Jumping Marketing Channels (Do This Instead)
RAG & Vector Search ⚡ AI Lesson
Stop Jumping Marketing Channels (Do This Instead)
Steve Hunsaker | Home Service Accelerator Intermediate 3mo ago
Best Retrieval Methods for RAG in 2026
RAG & Vector Search
Best Retrieval Methods for RAG in 2026
AIGrounded Intermediate 2mo ago
How to Build a Powerful RAG Ingestion Pipeline
RAG & Vector Search
How to Build a Powerful RAG Ingestion Pipeline
AIGrounded Intermediate 2mo ago
RAG Explained: Ace Your Next AI Interview
RAG & Vector Search
RAG Explained: Ace Your Next AI Interview
AIGrounded Intermediate 2mo ago
RAG in 60 seconds(Tamil) 🔥
RAG & Vector Search
RAG in 60 seconds(Tamil) 🔥
AI Coach John (Tamil) Intermediate 2mo 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 2mo 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 2mo 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 2mo ago
Build a RAG System from Scratch with Python
RAG & Vector Search
Build a RAG System from Scratch with Python
Analytics Vidhya Intermediate 2mo ago
Graph RAG Project Problem Statement
RAG & Vector Search
Graph RAG Project Problem Statement
Analytics Vidhya Intermediate 2mo ago
Classic RAG Limitations Explained
RAG & Vector Search
Classic RAG Limitations Explained
Analytics Vidhya Intermediate 2mo ago
16: Depth Perception (cont'd)
RAG & Vector Search
16: Depth Perception (cont'd)
MIT OpenCourseWare Intermediate 3mo ago
12: Lightness Perception, Color Perception
RAG & Vector Search
12: Lightness Perception, Color Perception
MIT OpenCourseWare Intermediate 3mo ago
14: Motion Perception (cont'd)
RAG & Vector Search ⚡ AI Lesson
14: Motion Perception (cont'd)
MIT OpenCourseWare Intermediate 3mo ago
7: The Eye and Retina
RAG & Vector Search ⚡ AI Lesson
7: The Eye and Retina
MIT OpenCourseWare Intermediate 3mo ago
4: Pitch Perception and Scene Analysis
RAG & Vector Search
4: Pitch Perception and Scene Analysis
MIT OpenCourseWare Intermediate 3mo ago
19: Texture Perception (cont'd)
RAG & Vector Search
19: Texture Perception (cont'd)
MIT OpenCourseWare Intermediate 3mo ago
15: Depth Perception
RAG & Vector Search ⚡ AI Lesson
15: Depth Perception
MIT OpenCourseWare Intermediate 3mo ago
Your RAG is Broken 😳 Meet PageIndex (Vectorless AI)
RAG & Vector Search
Your RAG is Broken 😳 Meet PageIndex (Vectorless AI)
Analytics Vidhya Intermediate 3mo ago
Session 18: Nov Quantifying Biogeochemical Fluxes and Rates
RAG & Vector Search ⚡ AI Lesson
Session 18: Nov Quantifying Biogeochemical Fluxes and Rates
MIT OpenCourseWare Intermediate 3mo ago
RAG Project: Company Policy Bot
RAG & Vector Search ⚡ AI Lesson
RAG Project: Company Policy Bot
Analytics Vidhya Intermediate 3mo ago
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Building Applications with Vector Databases
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Self-paced
Building Applications with Vector Databases
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Optimize and Migrate Vectors
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Self-paced
Optimize and Migrate Vectors
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Retrieval Augmented Generation (RAG)
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Self-paced
Retrieval Augmented Generation (RAG)
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Introduction to Retrieval Augmented Generation (RAG)
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Self-paced
Introduction to Retrieval Augmented Generation (RAG)
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Introduction to DevSecOps
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Self-paced
Introduction to DevSecOps
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Understanding and Applying Text Embeddings
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Self-paced
Understanding and Applying Text Embeddings
Opens on Coursera ↗