Core AI

RAG & Vector Search

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

5,301
lessons
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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
8.2 Introduction to 4-Vector Notation
RAG & Vector Search
8.2 Introduction to 4-Vector Notation
MIT OpenCourseWare Beginner 4y ago
3.2 Waves
RAG & Vector Search ⚡ AI Lesson
3.2 Waves
MIT OpenCourseWare Beginner 4y ago
Avoiding import loops in Python
RAG & Vector Search
Avoiding import loops in Python
mCoding Beginner 4y ago
Should YOU Start Paying For Links? (...Here's Why) (Ep. 270)
RAG & Vector Search
Should YOU Start Paying For Links? (...Here's Why) (Ep. 270)
Authority Hacker Podcast Beginner 4y ago
Michael Mina: Rapid COVID Testing | Lex Fridman Podcast #235
RAG & Vector Search
Michael Mina: Rapid COVID Testing | Lex Fridman Podcast #235
Lex Fridman Beginner 4y ago
Creating and Manipulating PDFs in Python With borb | Real Python Podcast #84
RAG & Vector Search ⚡ AI Lesson
Creating and Manipulating PDFs in Python With borb | Real Python Podcast #84
Real Python Beginner 4y ago
Hybrid Search Walkthrough in Pinecone
RAG & Vector Search ⚡ AI Lesson
Hybrid Search Walkthrough in Pinecone
James Briggs Beginner 4y ago
Learn Together: Developing Real-Time Collaborative Apps with Azure, M365, Power Platform, and GitHub
RAG & Vector Search
Learn Together: Developing Real-Time Collaborative Apps with Azure, M365, Power Platform, and GitHub
Microsoft 365 Developer Beginner 4y ago
Fine-tune High Performance Sentence Transformers (with Multiple Negatives Ranking)
RAG & Vector Search ⚡ AI Lesson
Fine-tune High Performance Sentence Transformers (with Multiple Negatives Ranking)
James Briggs Beginner 4y ago
Vector Search Breakdown // Dave Bergstein // Coffee #52 short clip
RAG & Vector Search
Vector Search Breakdown // Dave Bergstein // Coffee #52 short clip
MLOps.community Beginner 4y ago
8 Ways to Unlock Inventory Management and Stock Tracking
RAG & Vector Search ⚡ AI Lesson
8 Ways to Unlock Inventory Management and Stock Tracking
Learn With Shopify Beginner 4y ago
Developing Real-Time Collaborative Apps with Azure, Microsoft 365, Power Platform, and GitHub
RAG & Vector Search ⚡ AI Lesson
Developing Real-Time Collaborative Apps with Azure, Microsoft 365, Power Platform, and GitHub
Microsoft 365 Developer Beginner 4y ago
Which Python @dataclass is best? Feat. Pydantic, NamedTuple, attrs...
RAG & Vector Search
Which Python @dataclass is best? Feat. Pydantic, NamedTuple, attrs...
mCoding Beginner 4y ago
4 Modern Website Design Tips
RAG & Vector Search ⚡ AI Lesson
4 Modern Website Design Tips
Marketing 360 Beginner 4y ago
Richard Wrangham: Violence, Sex, and Fire in Human Evolution | Lex Fridman Podcast #229
RAG & Vector Search
Richard Wrangham: Violence, Sex, and Fire in Human Evolution | Lex Fridman Podcast #229
Lex Fridman Beginner 4y ago
10.7 Compton Effect
RAG & Vector Search
10.7 Compton Effect
MIT OpenCourseWare Beginner 4y ago
8.1 Algebra of Lorentz transformations
RAG & Vector Search
8.1 Algebra of Lorentz transformations
MIT OpenCourseWare Beginner 4y ago
12.1 Equivalence Principle
RAG & Vector Search
12.1 Equivalence Principle
MIT OpenCourseWare Beginner 4y ago
10.2 The Large Electron-Positron Collider
RAG & Vector Search
10.2 The Large Electron-Positron Collider
MIT OpenCourseWare Beginner 4y ago
3.4 Stellar Aberration
RAG & Vector Search
3.4 Stellar Aberration
MIT OpenCourseWare Beginner 4y ago
9.1 Momentum Conservation
RAG & Vector Search
9.1 Momentum Conservation
MIT OpenCourseWare Beginner 4y ago
11.2 Electric and Magnetic Fields
RAG & Vector Search
11.2 Electric and Magnetic Fields
MIT OpenCourseWare Beginner 4y ago
4.2 Muons
RAG & Vector Search ⚡ AI Lesson
4.2 Muons
MIT OpenCourseWare Beginner 4y ago
1.3 History of Special Relativity
RAG & Vector Search ⚡ AI Lesson
1.3 History of Special Relativity
MIT OpenCourseWare Beginner 4y ago
6.1 Pole-in-the-Barn Paradox
RAG & Vector Search ⚡ AI Lesson
6.1 Pole-in-the-Barn Paradox
MIT OpenCourseWare Beginner 4y ago
12.3 Bending of Light
RAG & Vector Search
12.3 Bending of Light
MIT OpenCourseWare Beginner 4y ago
5.2 Velocity Addition
RAG & Vector Search
5.2 Velocity Addition
MIT OpenCourseWare Beginner 4y ago
10.4 Absorption and Emission of Photons
RAG & Vector Search ⚡ AI Lesson
10.4 Absorption and Emission of Photons
MIT OpenCourseWare Beginner 4y ago
12.6 Experimental Evidence 
RAG & Vector Search ⚡ AI Lesson
12.6 Experimental Evidence 
MIT OpenCourseWare Beginner 4y ago
7.3 Redshift
RAG & Vector Search
7.3 Redshift
MIT OpenCourseWare Beginner 4y ago
5.3 Spacetime Diagrams
RAG & Vector Search
5.3 Spacetime Diagrams
MIT OpenCourseWare Beginner 4y ago
10.8 Global Positioning System
RAG & Vector Search
10.8 Global Positioning System
MIT OpenCourseWare Beginner 4y ago
12.5 General Relativity
RAG & Vector Search ⚡ AI Lesson
12.5 General Relativity
MIT OpenCourseWare Beginner 4y ago
4.4 Invariance
RAG & Vector Search ⚡ AI Lesson
4.4 Invariance
MIT OpenCourseWare Beginner 4y ago
4.3 Length Contraction
RAG & Vector Search ⚡ AI Lesson
4.3 Length Contraction
MIT OpenCourseWare Beginner 4y ago
10.5 Decay of a Pion
RAG & Vector Search
10.5 Decay of a Pion
MIT OpenCourseWare Beginner 4y ago
9.2 Energy Conservation
RAG & Vector Search
9.2 Energy Conservation
MIT OpenCourseWare Beginner 4y ago
2.2 Galilean Transformation
RAG & Vector Search
2.2 Galilean Transformation
MIT OpenCourseWare Beginner 4y ago
3.1 Light
RAG & Vector Search
3.1 Light
MIT OpenCourseWare Beginner 4y ago
4.5 Lorentz Transformation
RAG & Vector Search
4.5 Lorentz Transformation
MIT OpenCourseWare Beginner 4y ago
12.2 Time Dilation Effect on Earth
RAG & Vector Search
12.2 Time Dilation Effect on Earth
MIT OpenCourseWare Beginner 4y ago
6.2 Twin Paradox
RAG & Vector Search ⚡ AI Lesson
6.2 Twin Paradox
MIT OpenCourseWare Beginner 4y ago
1. Introduction to the Human Brain
RAG & Vector Search
1. Introduction to the Human Brain
MIT OpenCourseWare Beginner 4y ago
4. Cognitive Neuroscience Methods I
RAG & Vector Search ⚡ AI Lesson
4. Cognitive Neuroscience Methods I
MIT OpenCourseWare Beginner 4y ago
Fine-tune Sentence Transformers the OG Way (with NLI Softmax loss)
RAG & Vector Search
Fine-tune Sentence Transformers the OG Way (with NLI Softmax loss)
James Briggs Beginner 4y ago
Intro to Dense Vectors for NLP and Vision
RAG & Vector Search
Intro to Dense Vectors for NLP and Vision
James Briggs Beginner 4y ago
Learn how to develop real-time collaborative apps with Azure, Microsoft 365, Power Platform & GitHub
RAG & Vector Search
Learn how to develop real-time collaborative apps with Azure, Microsoft 365, Power Platform & GitHub
Microsoft 365 Developer Beginner 4y ago
1. Introduction, Finite Automata, Regular Expressions
RAG & Vector Search
1. Introduction, Finite Automata, Regular Expressions
MIT OpenCourseWare Beginner 4y ago
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