Core AI

RAG & Vector Search

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

5,057
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
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
HNSW for Vector Search Explained and Implemented with Faiss (Python)
RAG & Vector Search
HNSW for Vector Search Explained and Implemented with Faiss (Python)
James Briggs Beginner 4y ago
Lecture 1: Introduction and Overview I (14.13 Psychology and Economics, Spring 2020)
RAG & Vector Search ⚡ AI Lesson
Lecture 1: Introduction and Overview I (14.13 Psychology and Economics, Spring 2020)
MIT OpenCourseWare Beginner 4y ago
Lecture 21: Poverty through the Lens of Psychology
RAG & Vector Search ⚡ AI Lesson
Lecture 21: Poverty through the Lens of Psychology
MIT OpenCourseWare Beginner 4y ago
The Optimization TRAP: When SEO Actually HURTS Your Traffic
RAG & Vector Search
The Optimization TRAP: When SEO Actually HURTS Your Traffic
Neil Patel Beginner 4y ago
Best Indexes for Similarity Search in Faiss
RAG & Vector Search
Best Indexes for Similarity Search in Faiss
James Briggs Beginner 4y ago
Save Hours Of Work With These 5 Custom React Hooks
RAG & Vector Search
Save Hours Of Work With These 5 Custom React Hooks
Web Dev Simplified Beginner 4y ago
How modern search engines work – Vector databases explained! | Weaviate open-source
RAG & Vector Search ⚡ AI Lesson
How modern search engines work – Vector databases explained! | Weaviate open-source
AI Coffee Break with Letitia Beginner 4y ago
Vector Similarity Search at Scale // Dave Bergstein // MLOps Coffee Sessions #52
RAG & Vector Search ⚡ AI Lesson
Vector Similarity Search at Scale // Dave Bergstein // MLOps Coffee Sessions #52
MLOps.community Beginner 4y ago
Salary Negotiation Tips levels.fyi founder (Ex Linkedin, Amazon Engineer)
RAG & Vector Search ⚡ AI Lesson
Salary Negotiation Tips levels.fyi founder (Ex Linkedin, Amazon Engineer)
codebasics Beginner 4y ago
Jed Buchwald: Isaac Newton and the Philosophy of Science | Lex Fridman Podcast #214
RAG & Vector Search
Jed Buchwald: Isaac Newton and the Philosophy of Science | Lex Fridman Podcast #214
Lex Fridman Beginner 4y ago
5 Fun Ways to Customize a Generic Website Theme
RAG & Vector Search ⚡ AI Lesson
5 Fun Ways to Customize a Generic Website Theme
Wes McDowell Beginner 4y ago
Why the "wolf turn" is such a big deal
RAG & Vector Search ⚡ AI Lesson
Why the "wolf turn" is such a big deal
Vox Beginner 4y ago
Python for Data Science - Conditions and Loops
RAG & Vector Search
Python for Data Science - Conditions and Loops
Nicholas Renotte Beginner 4y ago
How to Beat Your Competition in Blogging
RAG & Vector Search
How to Beat Your Competition in Blogging
Neil Patel Beginner 5y ago
You need a NAS RIGHT NOW!! (How I run my Hybrid-Cloud YouTube business)
RAG & Vector Search ⚡ AI Lesson
You need a NAS RIGHT NOW!! (How I run my Hybrid-Cloud YouTube business)
NetworkChuck Beginner 5y ago
Lecture 15: Utility from Beliefs; Learning I
RAG & Vector Search
Lecture 15: Utility from Beliefs; Learning I
MIT OpenCourseWare Beginner 4y ago
Lecture 2: Introduction and Overview II
RAG & Vector Search
Lecture 2: Introduction and Overview II
MIT OpenCourseWare Beginner 4y ago
Lecture 16: Utility from Beliefs; Learning II
RAG & Vector Search ⚡ AI Lesson
Lecture 16: Utility from Beliefs; Learning II
MIT OpenCourseWare Beginner 4y ago
Composite Indexes and the Faiss Index Factory
RAG & Vector Search
Composite Indexes and the Faiss Index Factory
James Briggs Beginner 4y ago
Problem Session 5
RAG & Vector Search
Problem Session 5
MIT OpenCourseWare Beginner 4y ago
Product Quantization for Vector Similarity Search (+ Python)
RAG & Vector Search ⚡ AI Lesson
Product Quantization for Vector Similarity Search (+ Python)
James Briggs Beginner 4y ago
Faiss - Vector Compression with PQ and IVFPQ (in Python)
RAG & Vector Search
Faiss - Vector Compression with PQ and IVFPQ (in Python)
James Briggs Beginner 4y ago
IndexLSH for Fast Similarity Search in Faiss
RAG & Vector Search ⚡ AI Lesson
IndexLSH for Fast Similarity Search in Faiss
James Briggs Beginner 4y ago
How LSH Random Projection works in search (+Python)
RAG & Vector Search ⚡ AI Lesson
How LSH Random Projection works in search (+Python)
James Briggs Beginner 4y ago
Lesson 10 Kanji
RAG & Vector Search
Lesson 10 Kanji
MIT OpenCourseWare Beginner 4y ago
Lesson 7 Kanji
RAG & Vector Search
Lesson 7 Kanji
MIT OpenCourseWare Beginner 4y ago
Lesson 9 Kanji
RAG & Vector Search
Lesson 9 Kanji
MIT OpenCourseWare Beginner 4y ago
Angular App Setup With Material - Stoic Q&A #5
RAG & Vector Search
Angular App Setup With Material - Stoic Q&A #5
James Briggs Beginner 4y ago
19. Introduction Metabolism/Polysaccharides/Bioenergetics/Intro Pathways
RAG & Vector Search ⚡ AI Lesson
19. Introduction Metabolism/Polysaccharides/Bioenergetics/Intro Pathways
MIT OpenCourseWare Beginner 4y ago
20. Bioenergetics/Intro Pathways/Glycolysis I
RAG & Vector Search
20. Bioenergetics/Intro Pathways/Glycolysis I
MIT OpenCourseWare Beginner 4y ago
Faiss - Introduction to Similarity Search
RAG & Vector Search
Faiss - Introduction to Similarity Search
James Briggs Beginner 4y ago
3 Vector-based Methods for Similarity Search (TF-IDF, BM25, SBERT)
RAG & Vector Search
3 Vector-based Methods for Similarity Search (TF-IDF, BM25, SBERT)
James Briggs Beginner 5y ago
L9.8 Nuclear Physics: Fusion
RAG & Vector Search ⚡ AI Lesson
L9.8 Nuclear Physics: Fusion
MIT OpenCourseWare Beginner 5y ago
L2.5 Symmetries: CP
RAG & Vector Search ⚡ AI Lesson
L2.5 Symmetries: CP
MIT OpenCourseWare Beginner 5y ago
L0.6 Introduction to Nuclear and Particle Physics: Particles
RAG & Vector Search ⚡ AI Lesson
L0.6 Introduction to Nuclear and Particle Physics: Particles
MIT OpenCourseWare Beginner 5y ago
L0.7 Introduction to Nuclear and Particle Physics: Units
RAG & Vector Search
L0.7 Introduction to Nuclear and Particle Physics: Units
MIT OpenCourseWare Beginner 5y ago
L1.3 Fermions, Bosons, and Fields: Ranges of Forces
RAG & Vector Search
L1.3 Fermions, Bosons, and Fields: Ranges of Forces
MIT OpenCourseWare Beginner 5y ago
L5.6 QCD: Hadron Collider
RAG & Vector Search
L5.6 QCD: Hadron Collider
MIT OpenCourseWare Beginner 5y ago
L5.2 QCD: Elastic Electron-Positron Scattering
RAG & Vector Search
L5.2 QCD: Elastic Electron-Positron Scattering
MIT OpenCourseWare Beginner 5y ago
L4.9 QED: Renormalization and Higher-Order QED Diagrams
RAG & Vector Search
L4.9 QED: Renormalization and Higher-Order QED Diagrams
MIT OpenCourseWare Beginner 5y ago
L0.4 Introduction to Nuclear and Particle Physics: Literature
RAG & Vector Search
L0.4 Introduction to Nuclear and Particle Physics: Literature
MIT OpenCourseWare Beginner 5y ago
L9.6 Nuclear Physics: Gamma Decay
RAG & Vector Search
L9.6 Nuclear Physics: Gamma Decay
MIT OpenCourseWare Beginner 5y ago
L9.7 Nuclear Physics: Fission
RAG & Vector Search
L9.7 Nuclear Physics: Fission
MIT OpenCourseWare Beginner 5y ago
L10.4 Instrumentation: Accelerators
RAG & Vector Search
L10.4 Instrumentation: Accelerators
MIT OpenCourseWare Beginner 5y ago
L10.2 Instrumentation: Tracking Detectors
RAG & Vector Search
L10.2 Instrumentation: Tracking Detectors
MIT OpenCourseWare Beginner 5y ago
L8.2 Neutrino Physics: Mass
RAG & Vector Search
L8.2 Neutrino Physics: Mass
MIT OpenCourseWare Beginner 5y ago
L7.1 Higgs Physics: Higgs Mechanism
RAG & Vector Search ⚡ AI Lesson
L7.1 Higgs Physics: Higgs Mechanism
MIT OpenCourseWare Beginner 5y ago
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