Core AI

RAG & Vector Search

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

5,273
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
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VEED Customer Story | AssemblyAI
RAG & Vector Search
VEED Customer Story | AssemblyAI
AssemblyAI Beginner 6mo ago
Siro Customer Story | AssemblyAI
RAG & Vector Search ⚡ AI Lesson
Siro Customer Story | AssemblyAI
AssemblyAI Beginner 6mo ago
Growth rewards those who endure
RAG & Vector Search
Growth rewards those who endure
Marketing 360 Beginner 6mo ago
Why AI infrastructure, not algorithms, may be the next big thing | TechCrunch Disrupt 2025
RAG & Vector Search
Why AI infrastructure, not algorithms, may be the next big thing | TechCrunch Disrupt 2025
TechCrunch Intermediate 6mo ago
Why Laplace transforms are so useful
RAG & Vector Search ⚡ AI Lesson
Why Laplace transforms are so useful
3Blue1Brown Beginner 6mo ago
Trillions in Spend: The Financial Capacity of Big Tech for AI CapEx
RAG & Vector Search ⚡ AI Lesson
Trillions in Spend: The Financial Capacity of Big Tech for AI CapEx
The Information Intermediate 6mo ago
Setting up Unity Catalog Storage Credentials and External Locations for AWS S3
RAG & Vector Search ⚡ AI Lesson
Setting up Unity Catalog Storage Credentials and External Locations for AWS S3
Databricks Beginner 6mo ago
Setting up Unity Catalog Storage Credentials and External Locations for AWS S3
RAG & Vector Search ⚡ AI Lesson
Setting up Unity Catalog Storage Credentials and External Locations for AWS S3
Databricks Beginner 6mo ago
Breaking Heterogeneity Barriers: Unified Cloud-to-Robot AI System SW Stack for... - Yonghua Lin
RAG & Vector Search
Breaking Heterogeneity Barriers: Unified Cloud-to-Robot AI System SW Stack for... - Yonghua Lin
PyTorch Beginner 6mo ago
Lightning Talk: In-Cluster Distributed Checkpointing: Optimizing Training... - G. Kroiz & S. Mishra
RAG & Vector Search ⚡ AI Lesson
Lightning Talk: In-Cluster Distributed Checkpointing: Optimizing Training... - G. Kroiz & S. Mishra
PyTorch Beginner 6mo ago
STOP using RAG for Everything, Do this (ft. Tiger Data)
RAG & Vector Search
STOP using RAG for Everything, Do this (ft. Tiger Data)
1littlecoder Beginner 6mo ago
Garage Clothing $100M content strategy 👏
RAG & Vector Search
Garage Clothing $100M content strategy 👏
Chase Chappell Intermediate 6mo ago
Lecture 02: Fundamental Methods of Projection Theory
RAG & Vector Search ⚡ AI Lesson
Lecture 02: Fundamental Methods of Projection Theory
MIT OpenCourseWare Beginner 6mo ago
Lecture 13: The Balog-Szemeredi-Gowers Theorem
RAG & Vector Search ⚡ AI Lesson
Lecture 13: The Balog-Szemeredi-Gowers Theorem
MIT OpenCourseWare Intermediate 6mo ago
How to Reframe Failure and Find Your Purpose Again!
RAG & Vector Search
How to Reframe Failure and Find Your Purpose Again!
Evan Carmichael Intermediate 6mo ago
AI for Blueprint Analysis: How Blueprint Pro AI Delivers Takeoffs in Minutes, Not Weeks
RAG & Vector Search ⚡ AI Lesson
AI for Blueprint Analysis: How Blueprint Pro AI Delivers Takeoffs in Minutes, Not Weeks
Roboflow Intermediate 6mo ago
How I'd Learn AI Engineering in 2026 (Complete Roadmap)
RAG & Vector Search ⚡ AI Lesson
How I'd Learn AI Engineering in 2026 (Complete Roadmap)
Dave Ebbelaar (LLM Eng) Intermediate 6mo ago
How RAG is Powering the Next Generation of AI? | Jay Alammar x Data Science Dojo
RAG & Vector Search ⚡ AI Lesson
How RAG is Powering the Next Generation of AI? | Jay Alammar x Data Science Dojo
Data Science Dojo Intermediate 6mo ago
Build a Custom AI Agent With NVIDIA Nemotron RAG Models
RAG & Vector Search
Build a Custom AI Agent With NVIDIA Nemotron RAG Models
NVIDIA Developer Beginner 6mo ago
Getting Ragebaited By FFMPEG Again!!
RAG & Vector Search
Getting Ragebaited By FFMPEG Again!!
Brodie Robertson Intermediate 6mo ago
Introducing Amazon Nova Multimodal Embeddings | Amazon Web Services
RAG & Vector Search
Introducing Amazon Nova Multimodal Embeddings | Amazon Web Services
Amazon Web Services Advanced 6mo ago
3 Unique Python Features You NEED To Know
RAG & Vector Search ⚡ AI Lesson
3 Unique Python Features You NEED To Know
Tech With Tim Beginner 6mo ago
How Volkswagen creates a better ownership experience with Google Cloud Consulting
RAG & Vector Search
How Volkswagen creates a better ownership experience with Google Cloud Consulting
Google Cloud Beginner 6mo ago
Supernormal Customer Story | AssemblyAI
RAG & Vector Search ⚡ AI Lesson
Supernormal Customer Story | AssemblyAI
AssemblyAI Beginner 6mo ago
Dovetail Customer Story | AssemblyAI
RAG & Vector Search
Dovetail Customer Story | AssemblyAI
AssemblyAI Intermediate 6mo ago
Lightning Talk: Model Checkpoint Compression With OpenZL - Nick Terrell & Teja Rao, Meta
RAG & Vector Search
Lightning Talk: Model Checkpoint Compression With OpenZL - Nick Terrell & Teja Rao, Meta
PyTorch Beginner 6mo ago
Lecture 09: Reflections on the Szemeredi-Trotter Theorem
RAG & Vector Search
Lecture 09: Reflections on the Szemeredi-Trotter Theorem
MIT OpenCourseWare Advanced 6mo ago
Lecture 04: The Fourier Method in Euclidean Space
RAG & Vector Search
Lecture 04: The Fourier Method in Euclidean Space
MIT OpenCourseWare Intermediate 6mo ago
Lecture 22: Sharp Projection Theorems, Part 1: Introduction and Beck's Theorem.
RAG & Vector Search ⚡ AI Lesson
Lecture 22: Sharp Projection Theorems, Part 1: Introduction and Beck's Theorem.
MIT OpenCourseWare Beginner 6mo ago
Lecture 01: Introduction to Projection Theory
RAG & Vector Search
Lecture 01: Introduction to Projection Theory
MIT OpenCourseWare Beginner 6mo ago
Lecture 23: Sharp Projection Theorems, Part 2: AD Regular Case
RAG & Vector Search
Lecture 23: Sharp Projection Theorems, Part 2: AD Regular Case
MIT OpenCourseWare Intermediate 6mo ago
Lecture 15: The Bourgain Projection Theorem, Part 2
RAG & Vector Search ⚡ AI Lesson
Lecture 15: The Bourgain Projection Theorem, Part 2
MIT OpenCourseWare Beginner 6mo ago
Lecture 03: Projection Theory in Euclidean Space
RAG & Vector Search
Lecture 03: Projection Theory in Euclidean Space
MIT OpenCourseWare Intermediate 6mo ago
Lecture 05: The Large Sieve
RAG & Vector Search
Lecture 05: The Large Sieve
MIT OpenCourseWare Beginner 6mo ago
Lecture 20: Homogeneous Dynamics, Part 1
RAG & Vector Search
Lecture 20: Homogeneous Dynamics, Part 1
MIT OpenCourseWare Beginner 6mo ago
Lecture 07: Applications of the Large Sieve to Number Theory
RAG & Vector Search
Lecture 07: Applications of the Large Sieve to Number Theory
MIT OpenCourseWare Intermediate 6mo ago
Lecture 10: Sum-Product Theory
RAG & Vector Search ⚡ AI Lesson
Lecture 10: Sum-Product Theory
MIT OpenCourseWare Beginner 6mo ago
Lecture 19: Random Walks on Finite Groups, Part 3
RAG & Vector Search ⚡ AI Lesson
Lecture 19: Random Walks on Finite Groups, Part 3
MIT OpenCourseWare Advanced 6mo ago
Lecture 24: Sharp Projection Theorems, Part 3: Combining Different Scales
RAG & Vector Search
Lecture 24: Sharp Projection Theorems, Part 3: Combining Different Scales
MIT OpenCourseWare Intermediate 6mo ago
Lecture 14: The Bourgain Projection Theorem Part 1 (over the Real Numbers)
RAG & Vector Search
Lecture 14: The Bourgain Projection Theorem Part 1 (over the Real Numbers)
MIT OpenCourseWare Beginner 6mo ago
Lecture 16: The Bourgain Projection Theorem, Part 3
RAG & Vector Search
Lecture 16: The Bourgain Projection Theorem, Part 3
MIT OpenCourseWare Intermediate 6mo ago
Lecture 12: The Bourgain-Katz-Tao Projection Theorem
RAG & Vector Search ⚡ AI Lesson
Lecture 12: The Bourgain-Katz-Tao Projection Theorem
MIT OpenCourseWare Beginner 6mo ago
Lecture 08: The Szemeredi-Trotter Theorem
RAG & Vector Search
Lecture 08: The Szemeredi-Trotter Theorem
MIT OpenCourseWare Advanced 6mo ago
Lecture 17: Random Walks on Finite Groups, Part 1
RAG & Vector Search ⚡ AI Lesson
Lecture 17: Random Walks on Finite Groups, Part 1
MIT OpenCourseWare Beginner 6mo ago
Lecture 21: Homogeneous Dynamics, Part 2
RAG & Vector Search ⚡ AI Lesson
Lecture 21: Homogeneous Dynamics, Part 2
MIT OpenCourseWare Advanced 6mo ago
Lecture 06: Projections and Smoothing
RAG & Vector Search
Lecture 06: Projections and Smoothing
MIT OpenCourseWare Intermediate 6mo ago
Student Project 1: How to Make a Chinese Calligraphy Brush Stand
RAG & Vector Search
Student Project 1: How to Make a Chinese Calligraphy Brush Stand
MIT OpenCourseWare Intermediate 6mo ago
Student Project 2: Ink and Thread: Incorporating Chinese Calligraphy in Fashion
RAG & Vector Search
Student Project 2: Ink and Thread: Incorporating Chinese Calligraphy in Fashion
MIT OpenCourseWare Intermediate 6mo ago
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