Core AI

RAG & Vector Search

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

5,301
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
TensorFlow Recommenders Addons
RAG & Vector Search ⚡ AI Lesson
TensorFlow Recommenders Addons
TensorFlow Intermediate 3y ago
What are @HuggingFace Model Cards?
RAG & Vector Search
What are @HuggingFace Model Cards?
AssemblyAI Beginner 3y ago
Crafting Success: Accountability and Self-Involvement
RAG & Vector Search ⚡ AI Lesson
Crafting Success: Accountability and Self-Involvement
Evan Carmichael Intermediate 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
What @SophiaYangAI is most excited of in 2023?
RAG & Vector Search
What @SophiaYangAI is most excited of in 2023?
AssemblyAI 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
Optimization from Structured Samples for Coverage and Influence Functions
RAG & Vector Search
Optimization from Structured Samples for Coverage and Influence Functions
Microsoft Research Beginner 3y ago
Giving computers many human languages with Cohere's multilingual embeddings
RAG & Vector Search
Giving computers many human languages with Cohere's multilingual embeddings
Cohere Intermediate 3y ago
Arduino in 100 Seconds
RAG & Vector Search
Arduino in 100 Seconds
Fireship Beginner 3y ago
Guest lecture (2022): Unmaking and remaking community (part 2)
RAG & Vector Search
Guest lecture (2022): Unmaking and remaking community (part 2)
MIT OpenCourseWare Intermediate 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
How to Get More Social Engagement When Reach is Declining
RAG & Vector Search
How to Get More Social Engagement When Reach is Declining
Neil Patel Beginner 3y ago
Scikt Learn embeddings helpers with Embetter - Tools to Improve Training Data
RAG & Vector Search
Scikt Learn embeddings helpers with Embetter - 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
Behind the scenes with Vox #shorts
RAG & Vector Search
Behind the scenes with Vox #shorts
Vox Intermediate 3y ago
Build Apps Easily with Firebase | DataHour by Prakhar Srivastav | Senior Software Engineer at Google
RAG & Vector Search
Build Apps Easily with Firebase | DataHour by Prakhar Srivastav | Senior Software Engineer at Google
Analytics Vidhya Beginner 3y ago
But what is a convolution?
RAG & Vector Search
But what is a convolution?
3Blue1Brown Beginner 3y ago
Stanford Seminar - Optimizing the Internet
RAG & Vector Search
Stanford Seminar - Optimizing the Internet
Stanford Online 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
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
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
Tools to Improve Training Data - Vincent Warmerdam - Talking Language AI Ep#2
RAG & Vector Search
Tools to Improve Training Data - Vincent Warmerdam - Talking Language AI Ep#2
Cohere Beginner 3y ago
How Pain Can Lead You to Your Purpose | Matthew Perry’s Powerful Message
RAG & Vector Search
How Pain Can Lead You to Your Purpose | Matthew Perry’s Powerful Message
Evan Carmichael Intermediate 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
Bruce Lipton: Unleashing the Power Within - The Secret of Sticking to Your Life's Desire
RAG & Vector Search
Bruce Lipton: Unleashing the Power Within - The Secret of Sticking to Your Life's Desire
Evan Carmichael Intermediate 3y ago
Breaking Free From Toxic Friends | Protect Your Mind and Your Future
RAG & Vector Search
Breaking Free From Toxic Friends | Protect Your Mind and Your Future
Evan Carmichael Intermediate 3y ago
Lecture 19: Compact Subsets of a Hilbert Space and Finite-Rank Operators
RAG & Vector Search
Lecture 19: Compact Subsets of a Hilbert Space and Finite-Rank Operators
MIT OpenCourseWare 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
Lecture 10: Simple Functions
RAG & Vector Search
Lecture 10: Simple Functions
MIT OpenCourseWare Beginner 3y ago
Lecture 18: The Adjoint of a Bounded Linear Operator on a Hilbert Space
RAG & Vector Search
Lecture 18: The Adjoint of a Bounded Linear Operator on a Hilbert Space
MIT OpenCourseWare Beginner 3y ago
Lecture 13: Lp Space Theory
RAG & Vector Search
Lecture 13: Lp Space Theory
MIT OpenCourseWare Beginner 3y ago
Lecture 21: The Spectrum of Self-Adjoint Operators and the Eigenspaces of Compact Self-Adjoint...
RAG & Vector Search
Lecture 21: The Spectrum of Self-Adjoint Operators and the Eigenspaces of Compact Self-Adjoint...
MIT OpenCourseWare Beginner 3y ago
Lecture 17: Minimizers, Orthogonal Complements and the Riesz Representation Theorem
RAG & Vector Search
Lecture 17: Minimizers, Orthogonal Complements and the Riesz Representation Theorem
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 5: Zorn’s Lemma and the Hahn-Banach Theorem
RAG & Vector Search ⚡ AI Lesson
Lecture 5: Zorn’s Lemma and the Hahn-Banach Theorem
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 22: The Spectral Theorem for a Compact Self-Adjoint Operator
RAG & Vector Search
Lecture 22: The Spectral Theorem for a Compact Self-Adjoint Operator
MIT OpenCourseWare Beginner 3y ago
Lecture 9: Lebesgue Measurable Functions
RAG & Vector Search ⚡ AI Lesson
Lecture 9: Lebesgue Measurable Functions
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 4: The Open Mapping Theorem and the Closed Graph Theorem
RAG & Vector Search
Lecture 4: The Open Mapping Theorem and the Closed Graph Theorem
MIT OpenCourseWare Beginner 3y ago
Lecture 7: Sigma Algebras
RAG & Vector Search
Lecture 7: Sigma Algebras
MIT OpenCourseWare Beginner 3y ago
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