Core AI

RAG & Vector Search

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

4,936
lessons
Skills in this topic
View full skill map →
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
Videos 3,466 Reads 1,470
Level: All Beginner Intermediate Advanced
Any Length Short (<5m) Medium (5-20m) Long (>20m)
Newest Popular Oldest
My Mood Board Process In-Depth
RAG & Vector Search
My Mood Board Process In-Depth
Flux Academy Beginner 3y ago
The doors to opportunity are always open. 🚪🚶‍♀️🚶
RAG & Vector Search
The doors to opportunity are always open. 🚪🚶‍♀️🚶
Coursera Beginner 3y ago
How to Stay Focused | MARIE FORLEO’s Rules for Success in 47 Minutes
RAG & Vector Search ⚡ AI Lesson
How to Stay Focused | MARIE FORLEO’s Rules for Success in 47 Minutes
Evan Carmichael Beginner 3y ago
Generative AI for Creative Work by @1littlecoder
RAG & Vector Search
Generative AI for Creative Work by @1littlecoder
AssemblyAI Beginner 3y ago
How to Analyze Cloud Based Datasets Locally with Python
RAG & Vector Search
How to Analyze Cloud Based Datasets Locally with Python
AssemblyAI Beginner 3y ago
Jamie Carragher: The Untold Story of Liverpool Legend That Pushed Himself Too Far | E206
RAG & Vector Search
Jamie Carragher: The Untold Story of Liverpool Legend That Pushed Himself Too Far | E206
The Diary Of A CEO Beginner 3y ago
Powerful ROUTINE and HABITS to Become More PRODUCTIVE TODAY! | Andrew Huberman | Top 10 Rules
RAG & Vector Search
Powerful ROUTINE and HABITS to Become More PRODUCTIVE TODAY! | Andrew Huberman | Top 10 Rules
Evan Carmichael Beginner 3y ago
Open Source Generative AI in Question-Answering (NLP) using Python
RAG & Vector Search
Open Source Generative AI in Question-Answering (NLP) using Python
James Briggs Beginner 3y ago
Guest lecture (2022): Unmaking and remaking community (part 1)
RAG & Vector Search
Guest lecture (2022): Unmaking and remaking community (part 1)
MIT OpenCourseWare Beginner 3y ago
Adding Human Intelligence to ML models with Human learn - Tools to Improve Training Data
RAG & Vector Search
Adding Human Intelligence to ML models with Human learn - Tools to Improve Training Data
Cohere Beginner 3y ago
Iterating on your data with doubtlab - Tools to Improve Training Data
RAG & Vector Search
Iterating on your data with doubtlab - Tools to Improve Training Data
Cohere Beginner 3y ago
An Empathetic AI for Healthcare | DataHour by Amarjeet Kaur
RAG & Vector Search ⚡ AI Lesson
An Empathetic AI for Healthcare | DataHour by Amarjeet Kaur
Analytics Vidhya Beginner 3y ago
Lecture 20: Compact Operators and the Spectrum of a Bounded Linear Operator on a Hilbert Space
RAG & Vector Search
Lecture 20: Compact Operators and the Spectrum of a Bounded Linear Operator on a Hilbert Space
MIT OpenCourseWare Beginner 3y ago
NER Powered Semantic Search in Python
RAG & Vector Search ⚡ AI Lesson
NER Powered Semantic Search in Python
James Briggs Beginner 3y ago
What does the future of immersive learning look like? | Coursera
RAG & Vector Search
What does the future of immersive learning look like? | Coursera
Coursera Beginner 3y ago
How to Build a Brand - 10 Tips to Get Started
RAG & Vector Search
How to Build a Brand - 10 Tips to Get Started
Marketing 360 Beginner 3y ago
What is Your Favorite ML Library? Answered by @SumanthP
RAG & Vector Search
What is Your Favorite ML Library? Answered by @SumanthP
AssemblyAI Beginner 3y ago
What is the Hardest Part about Working in AI with @samzee_codes
RAG & Vector Search ⚡ AI Lesson
What is the Hardest Part about Working in AI with @samzee_codes
AssemblyAI Beginner 3y ago
Sentiment Analysis in DataSpell with @JetBrainsTV
RAG & Vector Search
Sentiment Analysis in DataSpell with @JetBrainsTV
AssemblyAI Beginner 3y ago
Quick and Free Ways to Deploy ML Apps with @patloeber
RAG & Vector Search
Quick and Free Ways to Deploy ML Apps with @patloeber
AssemblyAI Beginner 3y ago
What are @HuggingFace Model Cards?
RAG & Vector Search
What are @HuggingFace Model Cards?
AssemblyAI Beginner 3y ago
What @SophiaYangAI is most excited of in 2023?
RAG & Vector Search
What @SophiaYangAI is most excited of in 2023?
AssemblyAI Beginner 3y ago
How to Integrate Community Components to Streamlit Apps with @andfanilo
RAG & Vector Search ⚡ AI Lesson
How to Integrate Community Components to Streamlit Apps with @andfanilo
AssemblyAI Beginner 3y ago
AssemblyAI Winter Hackathon Winners
RAG & Vector Search
AssemblyAI Winter Hackathon Winners
AssemblyAI Beginner 3y ago
Unlock Your Dark Side | The POWERFUL TRUTH About New Beginnings
RAG & Vector Search
Unlock Your Dark Side | The POWERFUL TRUTH About New Beginnings
Evan Carmichael Beginner 3y ago
YOU Are Saying Türkiye Wrong | Learn in 1 Minute
RAG & Vector Search ⚡ AI Lesson
YOU Are Saying Türkiye Wrong | Learn in 1 Minute
Evan Carmichael Beginner 3y ago
Python tip #3: Write comparisons in one go
RAG & Vector Search
Python tip #3: Write comparisons in one go
AssemblyAI Beginner 3y ago
Jordan Peterson Interviews on Motivation, How to Be the Best Version of Yourself & Discipline!
RAG & Vector Search
Jordan Peterson Interviews on Motivation, How to Be the Best Version of Yourself & Discipline!
Evan Carmichael Beginner 3y ago
Python tip #2: Use Product to quickly iterate through lists
RAG & Vector Search
Python tip #2: Use Product to quickly iterate through lists
AssemblyAI Beginner 3y ago
Python tip #1: how to combine list, tuple and set
RAG & Vector Search
Python tip #1: how to combine list, tuple and set
AssemblyAI Beginner 3y ago
Lecture 10: Simple Functions
RAG & Vector Search
Lecture 10: Simple Functions
MIT OpenCourseWare Beginner 3y ago
Lecture 23: The Dirichlet Problem on an Interval
RAG & Vector Search ⚡ AI Lesson
Lecture 23: The Dirichlet Problem on an Interval
MIT OpenCourseWare Beginner 3y ago
Lecture 12: Lebesgue Integrable Functions, the Lebesgue Integral and the Dominated Convergence...
RAG & Vector Search ⚡ AI Lesson
Lecture 12: Lebesgue Integrable Functions, the Lebesgue Integral and the Dominated Convergence...
MIT OpenCourseWare Beginner 3y ago
Lecture 15: Orthonormal Bases and Fourier Series
RAG & Vector Search ⚡ AI Lesson
Lecture 15: Orthonormal Bases and Fourier Series
MIT OpenCourseWare Beginner 3y ago
Lecture 6: The Double Dual and the Outer Measure of a Subset of Real Numbers
RAG & Vector Search
Lecture 6: The Double Dual and the Outer Measure of a Subset of Real Numbers
MIT OpenCourseWare Beginner 3y ago
Lecture 11: The Lebesgue Integral of a Nonnegative Function and Convergence Theorems
RAG & Vector Search
Lecture 11: The Lebesgue Integral of a Nonnegative Function and Convergence Theorems
MIT OpenCourseWare Beginner 3y ago
Lecture 8: Lebesgue Measurable Subsets and Measure
RAG & Vector Search
Lecture 8: Lebesgue Measurable Subsets and Measure
MIT OpenCourseWare Beginner 3y ago
Lecture 1: Basic Banach Space Theory
RAG & Vector Search
Lecture 1: Basic Banach Space Theory
MIT OpenCourseWare Beginner 3y ago
The FASTEST Way to Use Content to Grow Your Business! | #InstagramLive
RAG & Vector Search ⚡ AI Lesson
The FASTEST Way to Use Content to Grow Your Business! | #InstagramLive
Evan Carmichael Beginner 3y ago
He Was the WORST Student, Now He OWNS the School! | @torontodancesalsa | #Shorts
RAG & Vector Search
He Was the WORST Student, Now He OWNS the School! | @torontodancesalsa | #Shorts
Evan Carmichael Beginner 3y ago
Create a song from an image, try it out!
RAG & Vector Search
Create a song from an image, try it out!
AssemblyAI Beginner 3y ago
How to Find Purpose Again When You’ve Lost Hope | Brendon Burchard Motivation in 64 Minutes
RAG & Vector Search
How to Find Purpose Again When You’ve Lost Hope | Brendon Burchard Motivation in 64 Minutes
Evan Carmichael Beginner 3y ago
Pinecone's New *Hybrid* Search - the future of search?
RAG & Vector Search ⚡ AI Lesson
Pinecone's New *Hybrid* Search - the future of search?
James Briggs Beginner 3y ago
Unlock the POWER of Words | Verbal Mastery That Transforms Your FUTURE
RAG & Vector Search
Unlock the POWER of Words | Verbal Mastery That Transforms Your FUTURE
Evan Carmichael Beginner 3y ago
How to Leverage YouTube Shorts for Explosive Growth | Monetization & Content Strategies
RAG & Vector Search ⚡ AI Lesson
How to Leverage YouTube Shorts for Explosive Growth | Monetization & Content Strategies
Evan Carmichael Beginner 3y ago
Breaking the Cycle of Small Thinking | Action Steps for Your Business
RAG & Vector Search
Breaking the Cycle of Small Thinking | Action Steps for Your Business
Evan Carmichael Beginner 3y ago
Make Your Dreams Your REALITY | Bruce Lipton
RAG & Vector Search
Make Your Dreams Your REALITY | Bruce Lipton
Evan Carmichael Beginner 3y ago
No Matter What, NEVER GIVE UP on Your DREAMS! | Grant Cardone | Top 10 Rules
RAG & Vector Search
No Matter What, NEVER GIVE UP on Your DREAMS! | Grant Cardone | Top 10 Rules
Evan Carmichael Beginner 3y ago
📚 Continue on Coursera External links · Free to audit
1 / 3 View all →
Preprocessing Unstructured Data for LLMs and RAG Systems
📚 External: Coursera ↗
Self-paced
Preprocessing Unstructured Data for LLMs and RAG Systems
Opens on Coursera ↗
Getting Started with Vector Search and Embeddings
📚 External: Coursera ↗
Self-paced
Getting Started with Vector Search and Embeddings
Opens on Coursera ↗
Analyze and Apply Equity Market Fundamentals
📚 External: Coursera ↗
Self-paced
Analyze and Apply Equity Market Fundamentals
Opens on Coursera ↗
Grasp Vector DB Basics
📚 External: Coursera ↗
Self-paced
Grasp Vector DB Basics
Opens on Coursera ↗
Multimodal Retrieval Augmented Generation (RAG) using the Vertex AI Gemini API
📚 External: Coursera ↗
Self-paced
Multimodal Retrieval Augmented Generation (RAG) using the Vertex AI Gemini API
Opens on Coursera ↗
Embedding Models: From Architecture to Implementation
📚 External: Coursera ↗
Self-paced
Embedding Models: From Architecture to Implementation
Opens on Coursera ↗