Core AI

RAG & Vector Search

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

5,275
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
Storage Buckets API #shorts
RAG & Vector Search ⚡ AI Lesson
Storage Buckets API #shorts
Chrome for Developers Intermediate 2y ago
A Deep Dive into Retrieval Augmented Generation - AI PM Community Session #37
RAG & Vector Search
A Deep Dive into Retrieval Augmented Generation - AI PM Community Session #37
Product Management Exercises Intermediate 2y ago
Unlocking Facebook's True Potential Optimize for User Experience
RAG & Vector Search
Unlocking Facebook's True Potential Optimize for User Experience
Professor Charley T Intermediate 2y ago
Unlocking Facebook's True Potential Optimize for User Experience
RAG & Vector Search ⚡ AI Lesson
Unlocking Facebook's True Potential Optimize for User Experience
Professor Charley T Intermediate 2y ago
Steerable AI with Pinecone + Semantic Router
RAG & Vector Search ⚡ AI Lesson
Steerable AI with Pinecone + Semantic Router
James Briggs Intermediate 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 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
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
The challenge of keeping vector databases up to date
RAG & Vector Search ⚡ AI Lesson
The challenge of keeping vector databases up to date
The TWIML AI Podcast with Sam Charrington Intermediate 2y ago
Vector databases are the evolution of search engines
RAG & Vector Search ⚡ AI Lesson
Vector databases are the evolution of search engines
The TWIML AI Podcast with Sam Charrington Intermediate 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 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 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
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
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
The Key to Facebook's Success Lies in its Cutting-Edge Technology
RAG & Vector Search ⚡ AI Lesson
The Key to Facebook's Success Lies in its Cutting-Edge Technology
Professor Charley T Intermediate 2y ago
The Key to Facebook's Success Lies in its Cutting-Edge Technology
RAG & Vector Search ⚡ AI Lesson
The Key to Facebook's Success Lies in its Cutting-Edge Technology
Professor Charley T Intermediate 2y ago
The Ultimate Solution for Shaving Burn and Ingrown Hairs in Bikini Areas
RAG & Vector Search
The Ultimate Solution for Shaving Burn and Ingrown Hairs in Bikini Areas
Professor Charley T Intermediate 2y ago
Revolutionizing the Meal Replacement Industry - A Game-Changing Alternative!
RAG & Vector Search ⚡ AI Lesson
Revolutionizing the Meal Replacement Industry - A Game-Changing Alternative!
Professor Charley T Intermediate 2y ago
Revolutionize your mealtime A game-changing shake for food enthusiasts!
RAG & Vector Search
Revolutionize your mealtime A game-changing shake for food enthusiasts!
Professor Charley T Intermediate 2y ago
Crushing Q4 with Strategic Discounts Targeting High-Value Customers
RAG & Vector Search
Crushing Q4 with Strategic Discounts Targeting High-Value Customers
Professor Charley T Intermediate 2y ago
Crushing Q4 with Strategic Discounts Targeting High-Value Customers
RAG & Vector Search
Crushing Q4 with Strategic Discounts Targeting High-Value Customers
Professor Charley T Intermediate 2y ago
Unleashing the Power of Disruptor School: Unparalleled Community Support!
RAG & Vector Search
Unleashing the Power of Disruptor School: Unparalleled Community Support!
Professor Charley T Intermediate 2y ago
The SNEAKY TikTok Trick That BOOSTS Engagement
RAG & Vector Search
The SNEAKY TikTok Trick That BOOSTS Engagement
Professor Charley T Intermediate 2y ago
The Power of Perspective_ Embracing the 'It Depends' Mindset
RAG & Vector Search
The Power of Perspective_ Embracing the 'It Depends' Mindset
Professor Charley T Intermediate 2y ago
Boost Your Business with Cost-Effective Advertising Strategies!
RAG & Vector Search ⚡ AI Lesson
Boost Your Business with Cost-Effective Advertising Strategies!
Professor Charley T Intermediate 2y ago
Supercharge your sales with an unstoppable advertising strategy!
RAG & Vector Search ⚡ AI Lesson
Supercharge your sales with an unstoppable advertising strategy!
Professor Charley T Intermediate 2y ago
RAG makes LLMs better, even on data they have already been trained on. #ai #ML #Pinecone #RAG
RAG & Vector Search ⚡ AI Lesson
RAG makes LLMs better, even on data they have already been trained on. #ai #ML #Pinecone #RAG
The TWIML AI Podcast with Sam Charrington Intermediate 2y ago
Using Mock Exams as an Opportunity to Model Thought Processes
RAG & Vector Search
Using Mock Exams as an Opportunity to Model Thought Processes
MIT OpenCourseWare Intermediate 2y ago
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