Core AI

RAG & Vector Search

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

5,301
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
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
What do we mean by reparations?
RAG & Vector Search
What do we mean by reparations?
MIT OpenCourseWare Beginner 4y ago
Openings for Seeking Justice for Colonial Violence in Algeria
RAG & Vector Search
Openings for Seeking Justice for Colonial Violence in Algeria
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
How to Reduce Friction and Leverage AI like Checkr | Shorts
RAG & Vector Search
How to Reduce Friction and Leverage AI like Checkr | Shorts
HubSpot Marketing 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
Coming Back To Programming After A Break
RAG & Vector Search ⚡ AI Lesson
Coming Back To Programming After A Break
Traversy Media Beginner 4y ago
Automated Testing in Python with pytest, tox, and GitHub Actions
RAG & Vector Search
Automated Testing in Python with pytest, tox, and GitHub Actions
mCoding Beginner 4y ago
JavaScript Drag & Drop Sortable List Project
RAG & Vector Search ⚡ AI Lesson
JavaScript Drag & Drop Sortable List Project
Traversy Media 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
Conversion Rate Optimization for B2B — Whiteboard Friday
RAG & Vector Search
Conversion Rate Optimization for B2B — Whiteboard Friday
Moz 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 10: Social Preferences I
RAG & Vector Search
Lecture 10: Social Preferences I
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
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
1. Algorithms and Computation
RAG & Vector Search
1. Algorithms and Computation
MIT OpenCourseWare Beginner 4y ago
2. Data Structures and Dynamic Arrays
RAG & Vector Search ⚡ AI Lesson
2. Data Structures and Dynamic Arrays
MIT OpenCourseWare Beginner 4y ago
7. Binary Trees, Part 2: AVL
RAG & Vector Search ⚡ AI Lesson
7. Binary Trees, Part 2: AVL
MIT OpenCourseWare Beginner 4y ago
8. Binary Heaps
RAG & Vector Search
8. Binary Heaps
MIT OpenCourseWare Beginner 4y ago
11. Weighted Shortest Paths
RAG & Vector Search
11. Weighted Shortest Paths
MIT OpenCourseWare Beginner 4y ago
19. Complexity
RAG & Vector Search ⚡ AI Lesson
19. Complexity
MIT OpenCourseWare Beginner 4y ago
16. Dynamic Programming, Part 2: LCS, LIS, Coins
RAG & Vector Search
16. Dynamic Programming, Part 2: LCS, LIS, Coins
MIT OpenCourseWare Beginner 4y ago
Problem Session 5
RAG & Vector Search
Problem Session 5
MIT OpenCourseWare Beginner 4y ago
9. Breadth-First Search
RAG & Vector Search
9. Breadth-First Search
MIT OpenCourseWare Beginner 4y ago
3. Sets and Sorting
RAG & Vector Search
3. Sets and Sorting
MIT OpenCourseWare Beginner 4y ago
5. Linear Sorting
RAG & Vector Search
5. Linear Sorting
MIT OpenCourseWare Beginner 4y ago
6. Binary Trees, Part 1
RAG & Vector Search ⚡ AI Lesson
6. Binary Trees, Part 1
MIT OpenCourseWare Beginner 4y ago
14. APSP and Johnson
RAG & Vector Search ⚡ AI Lesson
14. APSP and Johnson
MIT OpenCourseWare Beginner 4y ago
10. Depth-First Search
RAG & Vector Search
10. Depth-First Search
MIT OpenCourseWare Beginner 4y ago
Introduction to Algorithms - Problem Session 1: Asymptotic Behavior of Functions and Double-ended...
RAG & Vector Search
Introduction to Algorithms - Problem Session 1: Asymptotic Behavior of Functions and Double-ended...
MIT OpenCourseWare Beginner 4y ago
Problem Session 2 (MIT 6.006 Introduction to Algorithms, Spring 2020)
RAG & Vector Search
Problem Session 2 (MIT 6.006 Introduction to Algorithms, Spring 2020)
MIT OpenCourseWare Beginner 4y ago
Problem Session 4
RAG & Vector Search ⚡ AI Lesson
Problem Session 4
MIT OpenCourseWare Beginner 4y ago
13. Dijkstra
RAG & Vector Search
13. Dijkstra
MIT OpenCourseWare Beginner 4y ago
4. Hashing
RAG & Vector Search ⚡ AI Lesson
4. Hashing
MIT OpenCourseWare Beginner 4y ago
Problem Session 3
RAG & Vector Search
Problem Session 3
MIT OpenCourseWare Beginner 4y ago
18. Dynamic Programming, Part 4: Rods, Subset Sum, Pseudopolynomial
RAG & Vector Search
18. Dynamic Programming, Part 4: Rods, Subset Sum, Pseudopolynomial
MIT OpenCourseWare Beginner 4y ago
15. Dynamic Programming, Part 1: SRTBOT, Fib, DAGs, Bowling
RAG & Vector Search
15. Dynamic Programming, Part 1: SRTBOT, Fib, DAGs, Bowling
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
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