Core AI

RAG & Vector Search

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

4,922
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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
11B. Networks 3: The Future of Computational Biology: Cellular, Developmental, Social,...
RAG & Vector Search ⚡ AI Lesson
11B. Networks 3: The Future of Computational Biology: Cellular, Developmental, Social,...
MIT OpenCourseWare Intermediate 3y ago
6B. RNA 2: Clustering by Gene or Condition and Other Regulon Data Sources Nucleic Acid ...
RAG & Vector Search
6B. RNA 2: Clustering by Gene or Condition and Other Regulon Data Sources Nucleic Acid ...
MIT OpenCourseWare Intermediate 3y ago
What Are React Fragments?
RAG & Vector Search
What Are React Fragments?
Web Dev Simplified Intermediate 3y ago
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
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
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
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
8B. Protein 2: Mass Spectrometry, Post-synthetic Modifications, Quantitation of Protein...
RAG & Vector Search ⚡ AI Lesson
8B. Protein 2: Mass Spectrometry, Post-synthetic Modifications, Quantitation of Protein...
MIT OpenCourseWare Intermediate 3y ago
7B. Protein 1: 3D Structural Genomics, Homology, Catalytic and Regulatory Dynamics, Fun...
RAG & Vector Search ⚡ AI Lesson
7B. Protein 1: 3D Structural Genomics, Homology, Catalytic and Regulatory Dynamics, Fun...
MIT OpenCourseWare Intermediate 3y ago
8A. Protein 2: Mass Spectrometry, Post-synthetic Modifications, Quantitation of Protein...
RAG & Vector Search
8A. Protein 2: Mass Spectrometry, Post-synthetic Modifications, Quantitation of Protein...
MIT OpenCourseWare Intermediate 3y 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 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 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 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 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 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
Lecture 12: Spinal Cord; Autonomic NS
RAG & Vector Search ⚡ AI Lesson
Lecture 12: Spinal Cord; Autonomic NS
MIT OpenCourseWare Intermediate 4y ago
Lecture 14: Midbrain and Forebrain
RAG & Vector Search
Lecture 14: Midbrain and Forebrain
MIT OpenCourseWare Intermediate 4y ago
Lecture 19: Motor System, 1
RAG & Vector Search
Lecture 19: Motor System, 1
MIT OpenCourseWare Intermediate 4y ago
Lecture 25: Habituation, Novelty Responses
RAG & Vector Search
Lecture 25: Habituation, Novelty Responses
MIT OpenCourseWare Intermediate 4y ago
Lecture 28: Visual System 3: Ablation Studies
RAG & Vector Search
Lecture 28: Visual System 3: Ablation Studies
MIT OpenCourseWare Intermediate 4y ago
Lecture 27: Visual System 2: Physiology (orig: Ablation Effects); Neville Sanjana, Guest lecturer
RAG & Vector Search
Lecture 27: Visual System 2: Physiology (orig: Ablation Effects); Neville Sanjana, Guest lecturer
MIT OpenCourseWare Intermediate 4y ago
Lecture 17: Influences on Axon Growth
RAG & Vector Search
Lecture 17: Influences on Axon Growth
MIT OpenCourseWare Intermediate 4y ago
Lecture 11: Transection Effects; Neocortex
RAG & Vector Search
Lecture 11: Transection Effects; Neocortex
MIT OpenCourseWare Intermediate 4y ago
Lecture 10: Brain Subdivisions; Channels of Conduction
RAG & Vector Search ⚡ AI Lesson
Lecture 10: Brain Subdivisions; Channels of Conduction
MIT OpenCourseWare Intermediate 4y ago
Lecture 3: History and Goals, III
RAG & Vector Search
Lecture 3: History and Goals, III
MIT OpenCourseWare Intermediate 4y ago
Lecture 2: History and Goals, II
RAG & Vector Search
Lecture 2: History and Goals, II
MIT OpenCourseWare Intermediate 4y ago
Lecture 24: Sleep and Waking (cont.); Robert Thomas, M.D., Guest lecturer
RAG & Vector Search
Lecture 24: Sleep and Waking (cont.); Robert Thomas, M.D., Guest lecturer
MIT OpenCourseWare Intermediate 4y ago
Lecture 16: Cell migration; Axon Growth Stages
RAG & Vector Search ⚡ AI Lesson
Lecture 16: Cell migration; Axon Growth Stages
MIT OpenCourseWare Intermediate 4y ago
Lecture 4: History and Goals, IV
RAG & Vector Search ⚡ AI Lesson
Lecture 4: History and Goals, IV
MIT OpenCourseWare Intermediate 4y ago
Lecture 5: Cellular Mechanisms
RAG & Vector Search
Lecture 5: Cellular Mechanisms
MIT OpenCourseWare Intermediate 4y ago
Lecture 18: Axonal Sprouting and Regeneration
RAG & Vector Search
Lecture 18: Axonal Sprouting and Regeneration
MIT OpenCourseWare Intermediate 4y ago
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Criação de agentes de IA com bancos de dados corporativos
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Self-paced
Criação de agentes de IA com bancos de dados corporativos
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Validate LLM Embeddings for Production Use
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Self-paced
Validate LLM Embeddings for Production Use
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Retrieval Optimization: Tokenization to Vector Quantization
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Self-paced
Retrieval Optimization: Tokenization to Vector Quantization
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Vector Search ve Yerleştirmeler
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Self-paced
Vector Search ve Yerleştirmeler
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Pre-formulation
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Self-paced
Pre-formulation
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Criar embeddings, pesquisa vetorial e RAG com o BigQuery
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Self-paced
Criar embeddings, pesquisa vetorial e RAG com o BigQuery
Opens on Coursera ↗