Core AI

RAG & Vector Search

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

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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
11. Development, Nature & Nurture II (2018)
RAG & Vector Search ⚡ AI Lesson
11. Development, Nature & Nurture II (2018)
MIT OpenCourseWare Intermediate 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
Optimizing AWS Lambda Performance and Cost for Your Serverless Applications - AWS Online Tech Talks
RAG & Vector Search ⚡ AI Lesson
Optimizing AWS Lambda Performance and Cost for Your Serverless Applications - AWS Online Tech Talks
AWS Developers Intermediate 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
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
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
1. Introduction, Finite Automata, Regular Expressions
RAG & Vector Search
1. Introduction, Finite Automata, Regular Expressions
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
Why the US isn't ready for clean energy
RAG & Vector Search
Why the US isn't ready for clean energy
Vox Intermediate 4y ago
You can pip install directly from GitHub
RAG & Vector Search ⚡ AI Lesson
You can pip install directly from GitHub
mCoding Intermediate 4y ago
The Great Resignation: What Does It Mean for Developers?
RAG & Vector Search
The Great Resignation: What Does It Mean for Developers?
The New Stack Advanced 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
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
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
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 5: Time Preferences (Applications) I
RAG & Vector Search
Lecture 5: Time Preferences (Applications) I
MIT OpenCourseWare Intermediate 4y ago
Lecture 7: Risk Preferences I
RAG & Vector Search
Lecture 7: Risk Preferences I
MIT OpenCourseWare Intermediate 4y ago
Lecture 9: Reference-Dependent Preferences
RAG & Vector Search ⚡ AI Lesson
Lecture 9: Reference-Dependent Preferences
MIT OpenCourseWare Advanced 4y ago
Lecture 3: Time Preferences (Theory) I
RAG & Vector Search
Lecture 3: Time Preferences (Theory) I
MIT OpenCourseWare Advanced 4y ago
Lecture 4: Time Preferences (Theory) II
RAG & Vector Search ⚡ AI Lesson
Lecture 4: Time Preferences (Theory) II
MIT OpenCourseWare Advanced 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
Lecture 18: Gender, Discrimination, and Identity
RAG & Vector Search ⚡ AI Lesson
Lecture 18: Gender, Discrimination, and Identity
MIT OpenCourseWare Intermediate 4y ago
Lecture 6: Time Preferences (Applications) II
RAG & Vector Search
Lecture 6: Time Preferences (Applications) II
MIT OpenCourseWare Intermediate 4y ago
Lecture 13: Social Preferences IV
RAG & Vector Search ⚡ AI Lesson
Lecture 13: Social Preferences IV
MIT OpenCourseWare Intermediate 4y ago
Lecture 8: Risk Preferences II
RAG & Vector Search
Lecture 8: Risk Preferences II
MIT OpenCourseWare Intermediate 4y ago
Lecture 19: Defaults, Nudges, and Frames
RAG & Vector Search ⚡ AI Lesson
Lecture 19: Defaults, Nudges, and Frames
MIT OpenCourseWare Intermediate 4y ago
Lecture 11: Social Preferences II
RAG & Vector Search ⚡ AI Lesson
Lecture 11: Social Preferences II
MIT OpenCourseWare Intermediate 4y ago
Lecture 22: Happiness and Mental Health
RAG & Vector Search
Lecture 22: Happiness and Mental Health
MIT OpenCourseWare Intermediate 4y ago
Lecture 12: Social Preferences III
RAG & Vector Search
Lecture 12: Social Preferences III
MIT OpenCourseWare Intermediate 4y ago
Best Indexes for Similarity Search in Faiss
RAG & Vector Search
Best Indexes for Similarity Search in Faiss
James Briggs 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
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