Core AI

RAG & Vector Search

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

5,297
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
【HITMAN 3】 ANNOUNCEMENT +The real heartbreak is losing your hardcore freelancer run
RAG & Vector Search
【HITMAN 3】 ANNOUNCEMENT +The real heartbreak is losing your hardcore freelancer run
Ceres Fauna Ch. hololive-EN Beginner 2y ago
No Priors Ep. 52 | With Pinecone CEO Edo Liberty
RAG & Vector Search ⚡ AI Lesson
No Priors Ep. 52 | With Pinecone CEO Edo Liberty
No Priors: AI, Machine Learning, Tech, & Startups Beginner 2y ago
The kirin has breached containment #mocopi
RAG & Vector Search ⚡ AI Lesson
The kirin has breached containment #mocopi
Ceres Fauna Ch. hololive-EN Beginner 2y ago
Steerable AI with Pinecone + Semantic Router
RAG & Vector Search ⚡ AI Lesson
Steerable AI with Pinecone + Semantic Router
James Briggs Intermediate 2y ago
Could Reddit’s upcoming IPO reward its power users? | Equity Podcast
RAG & Vector Search
Could Reddit’s upcoming IPO reward its power users? | Equity Podcast
TechCrunch Beginner 2y ago
New in Chrome 122: Storage Buckets API, DevTools Performance panel updates, and more!
RAG & Vector Search ⚡ AI Lesson
New in Chrome 122: Storage Buckets API, DevTools Performance panel updates, and more!
Chrome for Developers Advanced 2y ago
Lecture 16: (More) Explanatory Data Analysis: Nonparametric Comparisons and Regressions
RAG & Vector Search
Lecture 16: (More) Explanatory Data Analysis: Nonparametric Comparisons and Regressions
MIT OpenCourseWare Intermediate 2y ago
Lecture 12: Assessing and Deriving Estimators
RAG & Vector Search
Lecture 12: Assessing and Deriving Estimators
MIT OpenCourseWare Intermediate 2y ago
How Telecommunications companies can grow using generative AI
RAG & Vector Search
How Telecommunications companies can grow using generative AI
Google Cloud Beginner 2y ago
How to Become 10/10 in ANYTHING Even IF You SUCK Right NOW!
RAG & Vector Search ⚡ AI Lesson
How to Become 10/10 in ANYTHING Even IF You SUCK Right NOW!
Evan Carmichael Intermediate 2y ago
Retrieval Augmented Generation explained on a high-level #RAG #retrievalaugmentedgeneration
RAG & Vector Search
Retrieval Augmented Generation explained on a high-level #RAG #retrievalaugmentedgeneration
AssemblyAI Beginner 2y ago
The Shocking Truth Behind Your Ad Spending Revealed!
RAG & Vector Search ⚡ AI Lesson
The Shocking Truth Behind Your Ad Spending Revealed!
Professor Charley T Intermediate 2y ago
The Key to a Brand's Success... Emotional Connection and Identity
RAG & Vector Search
The Key to a Brand's Success... Emotional Connection and Identity
Professor Charley T Intermediate 2y ago
RAG from scratch: Part 7 (Query Translation -- Decomposition)
RAG & Vector Search ⚡ AI Lesson
RAG from scratch: Part 7 (Query Translation -- Decomposition)
LangChain Advanced 2y ago
Using GPT4 Vision & LangChain to Query Memories from a Video
RAG & Vector Search ⚡ AI Lesson
Using GPT4 Vision & LangChain to Query Memories from a Video
Automata Learning Lab Beginner 2y ago
Build and scale AI-powered applications more easily, quickly, and securely with Weaviate.
RAG & Vector Search
Build and scale AI-powered applications more easily, quickly, and securely with Weaviate.
Google Cloud Intermediate 2y ago
RAG from scratch: Part 8 (Query Translation -- Step Back)
RAG & Vector Search
RAG from scratch: Part 8 (Query Translation -- Step Back)
LangChain Intermediate 2y ago
I created AI Agents to Automatically create LinkedIn Posts: AutoGen
RAG & Vector Search
I created AI Agents to Automatically create LinkedIn Posts: AutoGen
Mervin Praison Beginner 2y ago
The Evolution of the Super Bowl Halftime Show
RAG & Vector Search
The Evolution of the Super Bowl Halftime Show
The Hustle Advanced 2y ago
Unlock a Happier You in 60 Minutes | How to Use Music to CHANGE Your Energy
RAG & Vector Search ⚡ AI Lesson
Unlock a Happier You in 60 Minutes | How to Use Music to CHANGE Your Energy
Evan Carmichael Beginner 2y ago
Lecture 11: Special Distributions, continued. The Sample Mean, Central Limit Theorem, and Estimation
RAG & Vector Search
Lecture 11: Special Distributions, continued. The Sample Mean, Central Limit Theorem, and Estimation
MIT OpenCourseWare Intermediate 2y ago
Lecture 14: Causality
RAG & Vector Search
Lecture 14: Causality
MIT OpenCourseWare Intermediate 2y ago
Lecture 07: Functions of Random Variables
RAG & Vector Search
Lecture 07: Functions of Random Variables
MIT OpenCourseWare Intermediate 2y ago
Lecture 19: Practical Issues in Running Regressions
RAG & Vector Search ⚡ AI Lesson
Lecture 19: Practical Issues in Running Regressions
MIT OpenCourseWare Intermediate 2y ago
Lecture 21: Endogeneity and Instrument Variables
RAG & Vector Search
Lecture 21: Endogeneity and Instrument Variables
MIT OpenCourseWare Intermediate 2y ago
Lecture 02: Fundamentals of Probability
RAG & Vector Search
Lecture 02: Fundamentals of Probability
MIT OpenCourseWare Intermediate 2y ago
Lecture 15: Analyzing Randomized Experiments
RAG & Vector Search
Lecture 15: Analyzing Randomized Experiments
MIT OpenCourseWare Intermediate 2y ago
Lecture 01: Introduction to 14.310x Data Analysis for Social Scientists
RAG & Vector Search ⚡ AI Lesson
Lecture 01: Introduction to 14.310x Data Analysis for Social Scientists
MIT OpenCourseWare Beginner 2y ago
Lecture 05: Summarizing and Describing Data
RAG & Vector Search ⚡ AI Lesson
Lecture 05: Summarizing and Describing Data
MIT OpenCourseWare Intermediate 2y ago
Lecture 04: Gathering and Collecting Data
RAG & Vector Search ⚡ AI Lesson
Lecture 04: Gathering and Collecting Data
MIT OpenCourseWare Intermediate 2y ago
Lecture 03: Random Variables, Distributions, and Joint Distributions
RAG & Vector Search
Lecture 03: Random Variables, Distributions, and Joint Distributions
MIT OpenCourseWare Intermediate 2y ago
Lecture 13. Confidence Intervals, Hypothesis Testing, and Power Calculations
RAG & Vector Search
Lecture 13. Confidence Intervals, Hypothesis Testing, and Power Calculations
MIT OpenCourseWare Intermediate 2y ago
Lecture 17: The Linear Model
RAG & Vector Search ⚡ AI Lesson
Lecture 17: The Linear Model
MIT OpenCourseWare Intermediate 2y ago
Lecture 08: Moments of Distribution
RAG & Vector Search
Lecture 08: Moments of Distribution
MIT OpenCourseWare Advanced 2y ago
Lecture 09: Expectation, Variance, and Introduction to Regression
RAG & Vector Search ⚡ AI Lesson
Lecture 09: Expectation, Variance, and Introduction to Regression
MIT OpenCourseWare Beginner 2y ago
Lecture 06: Joint, Marginal, and Conditional Distributions
RAG & Vector Search ⚡ AI Lesson
Lecture 06: Joint, Marginal, and Conditional Distributions
MIT OpenCourseWare Intermediate 2y ago
Lecture 22: Experimental Design
RAG & Vector Search ⚡ AI Lesson
Lecture 22: Experimental Design
MIT OpenCourseWare Intermediate 2y ago
The Shocking Truth Behind Your Ad Spending Revealed!
RAG & Vector Search ⚡ AI Lesson
The Shocking Truth Behind Your Ad Spending Revealed!
Professor Charley T Intermediate 2y ago
The Key to a Brand's Success... Emotional Connection and Identity
RAG & Vector Search
The Key to a Brand's Success... Emotional Connection and Identity
Professor Charley T Intermediate 2y ago
Unconventional Flavor Twist The New Game-Changer in Brand Marketing
RAG & Vector Search
Unconventional Flavor Twist The New Game-Changer in Brand Marketing
Professor Charley T Intermediate 2y ago
Unconventional Flavor Twist The New Game-Changer in Brand Marketing
RAG & Vector Search ⚡ AI Lesson
Unconventional Flavor Twist The New Game-Changer in Brand Marketing
Professor Charley T Intermediate 2y ago
A Surprise Guest Get Ready for an Epic D to C Podcast!
RAG & Vector Search ⚡ AI Lesson
A Surprise Guest Get Ready for an Epic D to C Podcast!
Professor Charley T Intermediate 2y ago
RAG from scratch: Part 9 (Query Translation -- HyDE)
RAG & Vector Search
RAG from scratch: Part 9 (Query Translation -- HyDE)
LangChain Advanced 2y ago
RAG from scratch: Part 6 (Query Translation -- RAG Fusion)
RAG & Vector Search
RAG from scratch: Part 6 (Query Translation -- RAG Fusion)
LangChain Advanced 2y ago
RAG from scratch: Part 5 (Query Translation -- Multi Query)
RAG & Vector Search
RAG from scratch: Part 5 (Query Translation -- Multi Query)
LangChain Advanced 2y ago
LangChain Agents with Open Source Models!
RAG & Vector Search
LangChain Agents with Open Source Models!
LangChain Beginner 2y ago
A Surprise Guest Get Ready for an Epic D to C Podcast!
RAG & Vector Search ⚡ AI Lesson
A Surprise Guest Get Ready for an Epic D to C Podcast!
Professor Charley T Intermediate 2y ago
Lecture 18: Discrete Symmetries
RAG & Vector Search
Lecture 18: Discrete Symmetries
MIT OpenCourseWare Advanced 2y ago
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