Core AI

RAG & Vector Search

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

5,069
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
For loops are redundant
RAG & Vector Search
For loops are redundant
mCoding Intermediate 3y ago
Solution Challenge Demo Day 2022 Project: SIGNify
RAG & Vector Search
Solution Challenge Demo Day 2022 Project: SIGNify
Google for Developers Intermediate 3y ago
Watch This Before You Build Your Next Project
RAG & Vector Search
Watch This Before You Build Your Next Project
Web Dev Simplified Beginner 3y ago
Data Science Desk Setup to Maximize Productivity
RAG & Vector Search ⚡ AI Lesson
Data Science Desk Setup to Maximize Productivity
Dave Ebbelaar Intermediate 3y ago
What are Python __future__ imports?
RAG & Vector Search
What are Python __future__ imports?
mCoding Intermediate 3y ago
Lecture 13: Limits of Functions
RAG & Vector Search
Lecture 13: Limits of Functions
MIT OpenCourseWare Beginner 4y ago
Play This Video At My Funeral...
RAG & Vector Search ⚡ AI Lesson
Play This Video At My Funeral...
Russell Brunson Beginner 4y ago
How to build next-level Q&A with OpenAI
RAG & Vector Search ⚡ AI Lesson
How to build next-level Q&A with OpenAI
James Briggs Intermediate 4y ago
Here’s Why I Don’t Blog As Often as I Used To
RAG & Vector Search
Here’s Why I Don’t Blog As Often as I Used To
Neil Patel Beginner 4y ago
【MINECRAFT】 Gearing Up
RAG & Vector Search
【MINECRAFT】 Gearing Up
Ceres Fauna Ch. hololive-EN Beginner 4y ago
Day 5 - Relaxing Yoga | RISE & SHINE YOGA CHALLENGE ☀️
RAG & Vector Search
Day 5 - Relaxing Yoga | RISE & SHINE YOGA CHALLENGE ☀️
Jess Yoga Beginner 4y ago
Lecture 23: Pointwise and Uniform Convergence of Sequences of Functions
RAG & Vector Search
Lecture 23: Pointwise and Uniform Convergence of Sequences of Functions
MIT OpenCourseWare Beginner 4y ago
How to install the IconScout Desktop App for Windows and Mac
RAG & Vector Search
How to install the IconScout Desktop App for Windows and Mac
IconScout Beginner 4y ago
Using Semantic Search to Find GIFs
RAG & Vector Search
Using Semantic Search to Find GIFs
James Briggs Beginner 4y ago
What To Do When A Client Wants To Cancel Halfway Through Your Program? S1E8
RAG & Vector Search
What To Do When A Client Wants To Cancel Halfway Through Your Program? S1E8
Dan Lok Intermediate 4y ago
Approximate Nearest Neighbor Benchmarks - Weaviate Podcast Recap
RAG & Vector Search ⚡ AI Lesson
Approximate Nearest Neighbor Benchmarks - Weaviate Podcast Recap
Henry AI Labs Advanced 4y ago
What is Natural Language Processing?
RAG & Vector Search ⚡ AI Lesson
What is Natural Language Processing?
AssemblyAI Beginner 4y ago
Writing zip, but for dictionaries
RAG & Vector Search
Writing zip, but for dictionaries
mCoding Intermediate 4y ago
Lecture 17: Uniform Continuity and the Definition of the Derivative
RAG & Vector Search
Lecture 17: Uniform Continuity and the Definition of the Derivative
MIT OpenCourseWare Intermediate 4y ago
Lecture 21: The Riemann Integral of a Continuous Function
RAG & Vector Search ⚡ AI Lesson
Lecture 21: The Riemann Integral of a Continuous Function
MIT OpenCourseWare Intermediate 4y ago
Lecture 25: Power Series and the Weierstrass Approximation Theorem
RAG & Vector Search ⚡ AI Lesson
Lecture 25: Power Series and the Weierstrass Approximation Theorem
MIT OpenCourseWare Intermediate 4y ago
Lecture 8: The Squeeze Theorem and Operations Involving Convergent Sequences
RAG & Vector Search ⚡ AI Lesson
Lecture 8: The Squeeze Theorem and Operations Involving Convergent Sequences
MIT OpenCourseWare Intermediate 4y ago
Lecture 11: Absolute Convergence and the Comparison Test for Series
RAG & Vector Search
Lecture 11: Absolute Convergence and the Comparison Test for Series
MIT OpenCourseWare Intermediate 4y ago
Lecture 6: The Uncountabality of the Real Numbers
RAG & Vector Search
Lecture 6: The Uncountabality of the Real Numbers
MIT OpenCourseWare Beginner 4y ago
Lecture 15: The Continuity of Sine and Cosine and the Many Discontinuities of Dirichlet's Function
RAG & Vector Search
Lecture 15: The Continuity of Sine and Cosine and the Many Discontinuities of Dirichlet's Function
MIT OpenCourseWare Intermediate 4y ago
Lecture 12: The Ratio, Root, and Alternating Series Tests
RAG & Vector Search
Lecture 12: The Ratio, Root, and Alternating Series Tests
MIT OpenCourseWare Intermediate 4y ago
Lecture 24: Uniform Convergence, the Weierstrass M-Test, and Interchanging Limits
RAG & Vector Search ⚡ AI Lesson
Lecture 24: Uniform Convergence, the Weierstrass M-Test, and Interchanging Limits
MIT OpenCourseWare Intermediate 4y ago
Lecture 18: Weierstrass's Example of a Continuous and Nowhere Differentiable Function
RAG & Vector Search
Lecture 18: Weierstrass's Example of a Continuous and Nowhere Differentiable Function
MIT OpenCourseWare Intermediate 4y ago
Lecture 3: Cantor's Remarkable Theorem and the Rationals' Lack of the Least Upper Bound Property
RAG & Vector Search
Lecture 3: Cantor's Remarkable Theorem and the Rationals' Lack of the Least Upper Bound Property
MIT OpenCourseWare Beginner 4y ago
Lecture 4: The Characterization of the Real Numbers
RAG & Vector Search ⚡ AI Lesson
Lecture 4: The Characterization of the Real Numbers
MIT OpenCourseWare Beginner 4y ago
Lecture 9: Limsup, Liminf, and the Bolzano-Weierstrass Theorem
RAG & Vector Search
Lecture 9: Limsup, Liminf, and the Bolzano-Weierstrass Theorem
MIT OpenCourseWare Beginner 4y ago
Lecture 18: Rotation and How to Represent It, Unit Quaternions, the Space of Rotations
RAG & Vector Search ⚡ AI Lesson
Lecture 18: Rotation and How to Represent It, Unit Quaternions, the Space of Rotations
MIT OpenCourseWare Intermediate 4y ago
Lecture 10: Characteristic Strip Expansion, Shape from Shading, Iterative Solutions
RAG & Vector Search ⚡ AI Lesson
Lecture 10: Characteristic Strip Expansion, Shape from Shading, Iterative Solutions
MIT OpenCourseWare Beginner 4y ago
Lecture 23: Gaussian Image, Solids of Revolution, Direction Histograms, Regular Polyhedra
RAG & Vector Search
Lecture 23: Gaussian Image, Solids of Revolution, Direction Histograms, Regular Polyhedra
MIT OpenCourseWare Intermediate 4y ago
Lecture 5: TCC and FOR MontiVision Demos, Vanishing Point, Use of VPs in Camera Calibration
RAG & Vector Search
Lecture 5: TCC and FOR MontiVision Demos, Vanishing Point, Use of VPs in Camera Calibration
MIT OpenCourseWare Beginner 4y ago
Lecture 17: Photogrammetry, Orientation, Axes of Inertia, Symmetry, Orientation
RAG & Vector Search
Lecture 17: Photogrammetry, Orientation, Axes of Inertia, Symmetry, Orientation
MIT OpenCourseWare Intermediate 4y ago
Lecture 2: Image Formation, Perspective Projection, Time Derivative, Motion Field
RAG & Vector Search ⚡ AI Lesson
Lecture 2: Image Formation, Perspective Projection, Time Derivative, Motion Field
MIT OpenCourseWare Intermediate 4y ago
Lecture 12: Blob Analysis, Binary Image Processing, Green's Theorem, Derivative and Integral
RAG & Vector Search ⚡ AI Lesson
Lecture 12: Blob Analysis, Binary Image Processing, Green's Theorem, Derivative and Integral
MIT OpenCourseWare Intermediate 4y ago
Lecture 11: Edge Detection, Subpixel Position, CORDIC, Line Detection (US 6,408,109)
RAG & Vector Search ⚡ AI Lesson
Lecture 11: Edge Detection, Subpixel Position, CORDIC, Line Detection (US 6,408,109)
MIT OpenCourseWare Beginner 4y ago
Lecture 1: Introduction to Machine Vision
RAG & Vector Search
Lecture 1: Introduction to Machine Vision
MIT OpenCourseWare Beginner 4y ago
Lecture 7: Gradient Space, Reflectance Map, Image Irradiance Equation, Gnomonic Projection
RAG & Vector Search
Lecture 7: Gradient Space, Reflectance Map, Image Irradiance Equation, Gnomonic Projection
MIT OpenCourseWare Beginner 4y ago
Lecture 3: Time to Contact, Focus of Expansion, Direct Motion Vision Methods, Noise Gain
RAG & Vector Search
Lecture 3: Time to Contact, Focus of Expansion, Direct Motion Vision Methods, Noise Gain
MIT OpenCourseWare Intermediate 4y ago
Lecture 19: Absolute Orientation in Closed Form, Outliers and Robustness, RANSAC
RAG & Vector Search
Lecture 19: Absolute Orientation in Closed Form, Outliers and Robustness, RANSAC
MIT OpenCourseWare Intermediate 4y ago
Lecture 22: Exterior Orientation, Recovering Position & Orientation, Bundle Adjustment, Object Shape
RAG & Vector Search
Lecture 22: Exterior Orientation, Recovering Position & Orientation, Bundle Adjustment, Object Shape
MIT OpenCourseWare Intermediate 4y ago
sum(range(n)) != n(n+1)/2
RAG & Vector Search
sum(range(n)) != n(n+1)/2
mCoding Intermediate 4y ago
Python's permutations function (deep dive & implementation)
RAG & Vector Search
Python's permutations function (deep dive & implementation)
mCoding Intermediate 4y ago
Long Form Question Answering (LFQA) in Haystack
RAG & Vector Search
Long Form Question Answering (LFQA) in Haystack
James Briggs Beginner 4y ago
Lecture 12: Spinal Cord; Autonomic NS
RAG & Vector Search ⚡ AI Lesson
Lecture 12: Spinal Cord; Autonomic NS
MIT OpenCourseWare Intermediate 4y ago
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Optimizing Foundation Models
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Self-paced
Optimizing Foundation Models
Opens on Coursera ↗
Recherche vectorielle et embeddings
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Self-paced
Recherche vectorielle et embeddings
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Getting Started with Vector Databases and AI Embeddings
📚 External: Coursera ↗
Self-paced
Getting Started with Vector Databases and AI Embeddings
Opens on Coursera ↗
Launching Your Vector Database Career
📚 External: Coursera ↗
Self-paced
Launching Your Vector Database Career
Opens on Coursera ↗
Create a RAG Application with BigQuery
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Self-paced
Create a RAG Application with BigQuery
Opens on Coursera ↗
Advanced Agentic AI: Production Data Architecture
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Self-paced
Advanced Agentic AI: Production Data Architecture
Opens on Coursera ↗