Core AI

RAG & Vector Search

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

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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
Lecture 04: The Fourier Method in Euclidean Space
RAG & Vector Search
Lecture 04: The Fourier Method in Euclidean Space
MIT OpenCourseWare Intermediate 7mo 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 7mo 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 8mo ago
DSPy Boston - 10/15/2025
RAG & Vector Search
DSPy Boston - 10/15/2025
Weaviate vector database Intermediate 8mo 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 8mo 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 8mo ago
AI Assistant for Cyclists: Meet BAIK
RAG & Vector Search
AI Assistant for Cyclists: Meet BAIK
Weaviate vector database Beginner 8mo ago
GenAI for Java Developers 2: Techniques
RAG & Vector Search ⚡ AI Lesson
GenAI for Java Developers 2: Techniques
Microsoft Developer Beginner 8mo 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 8mo ago
New Nemotron Open-Source Models and Datasets | #NVIDIAGTC
RAG & Vector Search ⚡ AI Lesson
New Nemotron Open-Source Models and Datasets | #NVIDIAGTC
NVIDIA Developer Beginner 8mo 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 8mo ago
Getting Ragebaited By FFMPEG Again!!
RAG & Vector Search
Getting Ragebaited By FFMPEG Again!!
Brodie Robertson Intermediate 8mo ago
Introducing Amazon Nova Multimodal Embeddings | Amazon Web Services
RAG & Vector Search
Introducing Amazon Nova Multimodal Embeddings | Amazon Web Services
Amazon Web Services Advanced 8mo 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 8mo ago
I Just Merged RAG With Text-to-SQL - The Results Are Absolutely Insane - I'll Teach You How to Build
RAG & Vector Search ⚡ AI Lesson
I Just Merged RAG With Text-to-SQL - The Results Are Absolutely Insane - I'll Teach You How to Build
The Gradient Path Intermediate 8mo ago
How to build your own long-term Agentic Memory System for LLMs | Mem0 from scratch in DSPy
RAG & Vector Search ⚡ AI Lesson
How to build your own long-term Agentic Memory System for LLMs | Mem0 from scratch in DSPy
Neural Breakdown with AVB Beginner 8mo ago
Common Challenges in rag #Shorts #rag #genai #Viralvideo
RAG & Vector Search
Common Challenges in rag #Shorts #rag #genai #Viralvideo
GeeksforGeeks Beginner 8mo ago
I Can Spot a Weak Candidate in 10 Seconds - Here’s How
RAG & Vector Search ⚡ AI Lesson
I Can Spot a Weak Candidate in 10 Seconds - Here’s How
Tech With Tim Beginner 8mo ago
The Unknown Crypto Exchange With Major Market Impact | Hyperliquid
RAG & Vector Search
The Unknown Crypto Exchange With Major Market Impact | Hyperliquid
The Information Intermediate 8mo ago
Secure, AI-Ready Data at Westinghouse | Data + AI Executive Series: Fast 5
RAG & Vector Search ⚡ AI Lesson
Secure, AI-Ready Data at Westinghouse | Data + AI Executive Series: Fast 5
Databricks Beginner 8mo ago
React wants to win you back…
RAG & Vector Search ⚡ AI Lesson
React wants to win you back…
Fireship Intermediate 8mo ago
Lecture 05: The Large Sieve
RAG & Vector Search
Lecture 05: The Large Sieve
MIT OpenCourseWare Beginner 7mo ago
Lecture 20: Homogeneous Dynamics, Part 1
RAG & Vector Search
Lecture 20: Homogeneous Dynamics, Part 1
MIT OpenCourseWare Beginner 7mo ago
Lecture 10: Sum-Product Theory
RAG & Vector Search ⚡ AI Lesson
Lecture 10: Sum-Product Theory
MIT OpenCourseWare Beginner 7mo 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 7mo 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 7mo 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 7mo 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 7mo ago
Lecture 06: Projections and Smoothing
RAG & Vector Search
Lecture 06: Projections and Smoothing
MIT OpenCourseWare Intermediate 7mo 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 8mo 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 8mo ago
Session 4-1: Networked Geothermal: The European Experience
RAG & Vector Search ⚡ AI Lesson
Session 4-1: Networked Geothermal: The European Experience
MIT OpenCourseWare Intermediate 8mo ago
Session 8-3: Thermal Energy Network Evolution of the Penn South Community in Manhattan
RAG & Vector Search
Session 8-3: Thermal Energy Network Evolution of the Penn South Community in Manhattan
MIT OpenCourseWare Intermediate 8mo ago
Session 1-3: Health Impacts of Methane ("Natural") Gas Systems
RAG & Vector Search ⚡ AI Lesson
Session 1-3: Health Impacts of Methane ("Natural") Gas Systems
MIT OpenCourseWare Intermediate 8mo ago
Session 5-3: Introduction to Design of GENs
RAG & Vector Search ⚡ AI Lesson
Session 5-3: Introduction to Design of GENs
MIT OpenCourseWare Beginner 8mo ago
Session 8-2: Framingham, Massachusetts UTEN Pilot Project Overview
RAG & Vector Search
Session 8-2: Framingham, Massachusetts UTEN Pilot Project Overview
MIT OpenCourseWare Beginner 8mo ago
Session 6-2: Emerging Code & Standards for Ambient Temperature Loops
RAG & Vector Search ⚡ AI Lesson
Session 6-2: Emerging Code & Standards for Ambient Temperature Loops
MIT OpenCourseWare Beginner 8mo ago
Session 5-2: Differences Between Geothermal Heat Pumps and GEN
RAG & Vector Search ⚡ AI Lesson
Session 5-2: Differences Between Geothermal Heat Pumps and GEN
MIT OpenCourseWare Advanced 8mo ago
Session 3-4: Geothermal Energy Networks: Transforming Our Thermal
RAG & Vector Search ⚡ AI Lesson
Session 3-4: Geothermal Energy Networks: Transforming Our Thermal
MIT OpenCourseWare Intermediate 8mo ago
Session 8-1: ATL District Systems Overview
RAG & Vector Search
Session 8-1: ATL District Systems Overview
MIT OpenCourseWare Beginner 8mo ago
Session Introduction: Geothermal Energy Networks: Transforming Our Thermal Energy System
RAG & Vector Search ⚡ AI Lesson
Session Introduction: Geothermal Energy Networks: Transforming Our Thermal Energy System
MIT OpenCourseWare Beginner 8mo ago
Session 4-4: Expanding Geothermal Energy Networks at a Global Scale
RAG & Vector Search
Session 4-4: Expanding Geothermal Energy Networks at a Global Scale
MIT OpenCourseWare Intermediate 8mo ago
Session 3-1: Policy Case Study on the WARMTH Act
RAG & Vector Search
Session 3-1: Policy Case Study on the WARMTH Act
MIT OpenCourseWare Intermediate 8mo ago
Session 6-3: Introduction to Drilling Geothermal Boreholes
RAG & Vector Search
Session 6-3: Introduction to Drilling Geothermal Boreholes
MIT OpenCourseWare Beginner 8mo ago
Session 4-3: Business Models for Community Networked Geothermal Heating and Cooling
RAG & Vector Search
Session 4-3: Business Models for Community Networked Geothermal Heating and Cooling
MIT OpenCourseWare Intermediate 8mo ago
Session 1-1: A Systems View of the Energy Transition and Role of Methane Emissions
RAG & Vector Search ⚡ AI Lesson
Session 1-1: A Systems View of the Energy Transition and Role of Methane Emissions
MIT OpenCourseWare Intermediate 8mo ago
Lovable for WordPress? The First AI WordPress Builder is Here
RAG & Vector Search ⚡ AI Lesson
Lovable for WordPress? The First AI WordPress Builder is Here
Tech With Tim Beginner 8mo ago
AI-Powered Resumes with Super People & Weaviate
RAG & Vector Search
AI-Powered Resumes with Super People & Weaviate
Weaviate vector database Intermediate 8mo ago
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