Core AI

RAG & Vector Search

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

4,921
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
Building Smarter: IoT Revolutionizes Construction Sites
RAG & Vector Search
Building Smarter: IoT Revolutionizes Construction Sites
Civilex Intermediate 2y ago
How to Build Real Confidence by Trusting Your Confused Mind | Dr. Becky Kennedy
RAG & Vector Search ⚡ AI Lesson
How to Build Real Confidence by Trusting Your Confused Mind | Dr. Becky Kennedy
Evan Carmichael Intermediate 2y ago
How Salesforce Leverages AI for System Health Monitoring
RAG & Vector Search
How Salesforce Leverages AI for System Health Monitoring
Weights & Biases Intermediate 2y ago
Maximizing Ad Reach... Targeting the Right Audience for Optimal Results
RAG & Vector Search
Maximizing Ad Reach... Targeting the Right Audience for Optimal Results
Professor Charley T Intermediate 2y ago
Claude 3 Opus RAG Chatbot (Full Walkthrough)
RAG & Vector Search
Claude 3 Opus RAG Chatbot (Full Walkthrough)
James Briggs Intermediate 2y ago
AI Camp, Melbourne: How Carsales Uses Metaflow to move ML from prototype to production
RAG & Vector Search ⚡ AI Lesson
AI Camp, Melbourne: How Carsales Uses Metaflow to move ML from prototype to production
Outerbounds Intermediate 2y ago
What is Semantic Search? (with Elan Dekel, VP of Product at Pinecone)
RAG & Vector Search ⚡ AI Lesson
What is Semantic Search? (with Elan Dekel, VP of Product at Pinecone)
DataCamp Intermediate 2y ago
#187 The Power of Vector Databases and Semantic Search with Elan Dekel, VP of Product at Pinecone
RAG & Vector Search ⚡ AI Lesson
#187 The Power of Vector Databases and Semantic Search with Elan Dekel, VP of Product at Pinecone
DataCamp Intermediate 2y ago
Change Your Mindset: STOP Complaining About Challenges! How To See Them As Opportunities!
RAG & Vector Search
Change Your Mindset: STOP Complaining About Challenges! How To See Them As Opportunities!
Evan Carmichael Intermediate 2y ago
The Rise of the Facebook Buyer... From Media Buyer to CMO
RAG & Vector Search
The Rise of the Facebook Buyer... From Media Buyer to CMO
Professor Charley T Intermediate 2y ago
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
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 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
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
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
Lecture 14: Causality
RAG & Vector Search
Lecture 14: Causality
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 17: The Linear Model
RAG & Vector Search ⚡ AI Lesson
Lecture 17: The Linear Model
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
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
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 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
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
Unlocking the Power of Data: Boosting Traffic and Sales Like Never Before!
RAG & Vector Search
Unlocking the Power of Data: Boosting Traffic and Sales Like Never Before!
Professor Charley T Intermediate 2y ago
Unlocking the Power of Data: Boosting Traffic and Sales Like Never Before!
RAG & Vector Search ⚡ AI Lesson
Unlocking the Power of Data: Boosting Traffic and Sales Like Never Before!
Professor Charley T Intermediate 2y ago
The Impact of Vested Interest and Creative Success on Money Management
RAG & Vector Search ⚡ AI Lesson
The Impact of Vested Interest and Creative Success on Money Management
Professor Charley T Intermediate 2y ago
The Impact of Vested Interest and Creative Success on Money Management
RAG & Vector Search
The Impact of Vested Interest and Creative Success on Money Management
Professor Charley T Intermediate 2y ago
📚 Continue on Coursera External links · Free to audit
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AI Memory Systems: Production RAG Pipelines with n8n
📚 External: Coursera ↗
Self-paced
AI Memory Systems: Production RAG Pipelines with n8n
Opens on Coursera ↗
Create a RAG Application with BigQuery
📚 External: Coursera ↗
Self-paced
Create a RAG Application with BigQuery
Opens on Coursera ↗
Optimize and Migrate Vectors
📚 External: Coursera ↗
Self-paced
Optimize and Migrate Vectors
Opens on Coursera ↗
Vector Search with Relational Databases using PostgreSQL
📚 External: Coursera ↗
Self-paced
Vector Search with Relational Databases using PostgreSQL
Opens on Coursera ↗
Agentic AI Systems with Vector DBs & RAG
📚 External: Coursera ↗
Self-paced
Agentic AI Systems with Vector DBs & RAG
Opens on Coursera ↗
Multimodal RAG with GPT – Build Smarter Search & AI Systems
📚 External: Coursera ↗
Self-paced
Multimodal RAG with GPT – Build Smarter Search & AI Systems
Opens on Coursera ↗