Core AI

RAG & Vector Search

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

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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
Lecture 18: Coldwar Classroom: Teaching Quantum Theory in Postwar American Physics
RAG & Vector Search
Lecture 18: Coldwar Classroom: Teaching Quantum Theory in Postwar American Physics
MIT OpenCourseWare Advanced 2y ago
Lecture 25: String Theory and the Multiverse
RAG & Vector Search ⚡ AI Lesson
Lecture 25: String Theory and the Multiverse
MIT OpenCourseWare Advanced 2y ago
Advanced JavaScript Techniques: Closures, Prototypes, Async/Await | Live Q&A with Senior Developer
RAG & Vector Search
Advanced JavaScript Techniques: Closures, Prototypes, Async/Await | Live Q&A with Senior Developer
Scrimba Advanced 2y ago
BigQuery Cost Optimization: Storage
RAG & Vector Search
BigQuery Cost Optimization: Storage
Google Cloud Tech Advanced 2y ago
Exploring News Headlines With Text Clustering | Jay Alammar
RAG & Vector Search
Exploring News Headlines With Text Clustering | Jay Alammar
Cohere Advanced 3y ago
Approximate Nearest Neighbor Benchmarks - Weaviate Podcast Recap
RAG & Vector Search ⚡ AI Lesson
Approximate Nearest Neighbor Benchmarks - Weaviate Podcast Recap
Henry AI Labs Advanced 3y ago
Join Your Community at a SANS Cyber Security Summit | In-Person or Live Online
RAG & Vector Search ⚡ AI Lesson
Join Your Community at a SANS Cyber Security Summit | In-Person or Live Online
SANS Institute Advanced 4y ago
Google Ads Household Income Targeting
RAG & Vector Search
Google Ads Household Income Targeting
Paid Media Pros Advanced 4y ago
NVIDIA TAO: Create Custom Production-Ready AI Models without AI Expertise
RAG & Vector Search
NVIDIA TAO: Create Custom Production-Ready AI Models without AI Expertise
NVIDIA Developer Advanced 4y ago
Full Scholarship Cybersecurity Training With SANS
RAG & Vector Search ⚡ AI Lesson
Full Scholarship Cybersecurity Training With SANS
SANS Institute Advanced 4y ago
C++ cache locality and branch predictability
RAG & Vector Search
C++ cache locality and branch predictability
mCoding Advanced 4y ago
The Great Resignation: What Does It Mean for Developers?
RAG & Vector Search
The Great Resignation: What Does It Mean for Developers?
The New Stack Advanced 4y ago
Creating Delightful Remote Tech Interview Experiences at Scale at Yelp
RAG & Vector Search
Creating Delightful Remote Tech Interview Experiences at Scale at Yelp
HackerRank Advanced 4y ago
Wes Breaks Down the Best Facebook Ads 👉Steal These Ideas!👈
RAG & Vector Search
Wes Breaks Down the Best Facebook Ads 👉Steal These Ideas!👈
Wes McDowell Advanced 5y ago
Page Speed: SEO Mythbusting
RAG & Vector Search
Page Speed: SEO Mythbusting
Google Search Central Advanced 5y ago
How Gaming is Changing the Media Landscape
RAG & Vector Search ⚡ AI Lesson
How Gaming is Changing the Media Landscape
a16z Advanced 6y ago
Data Security and the Rise of Crypto
RAG & Vector Search ⚡ AI Lesson
Data Security and the Rise of Crypto
a16z Advanced 6y ago
From Search to Transaction:How to Master the Customer Experience
RAG & Vector Search ⚡ AI Lesson
From Search to Transaction:How to Master the Customer Experience
Search Engine Journal Advanced 6y ago
Why doesn’t the Leaning Tower of Pisa fall over? - Alex Gendler
RAG & Vector Search
Why doesn’t the Leaning Tower of Pisa fall over? - Alex Gendler
TED-Ed Advanced 6y ago
How to Create a FAIL-Proof Website Yourself — the RIGHT Way
RAG & Vector Search
How to Create a FAIL-Proof Website Yourself — the RIGHT Way
Wes McDowell Advanced 6y ago
Thorium - The Future of Energy?
RAG & Vector Search ⚡ AI Lesson
Thorium - The Future of Energy?
ColdFusion Advanced 6y ago
Blockchain's Biggest Losers
RAG & Vector Search ⚡ AI Lesson
Blockchain's Biggest Losers
ColdFusion Advanced 8y ago
Google Hackathon on AIR - Font Optimization
RAG & Vector Search
Google Hackathon on AIR - Font Optimization
Google Search Central Advanced 8y ago
The Portworx Technical Architecture for Storage in Container Clusters
RAG & Vector Search
The Portworx Technical Architecture for Storage in Container Clusters
The New Stack Advanced 8y ago
4 Reasons Your Best Clients Don't Send You Referrals - Get More Referrals Ep. 3
RAG & Vector Search
4 Reasons Your Best Clients Don't Send You Referrals - Get More Referrals Ep. 3
Dan Lok Advanced 8y ago
L2 Digital IQ Index: Top Food Brands in Digital 2017
RAG & Vector Search ⚡ AI Lesson
L2 Digital IQ Index: Top Food Brands in Digital 2017
Gartner for Marketing Advanced 8y ago
Ramzan Kadyrov: brutal tyrant, Instagram star
RAG & Vector Search
Ramzan Kadyrov: brutal tyrant, Instagram star
Vox Advanced 8y ago
Copyblogger - Membership Site - Content Marketing Glossary
RAG & Vector Search ⚡ AI Lesson
Copyblogger - Membership Site - Content Marketing Glossary
Copyblogger Advanced 10y ago
How Iran's election could make history
RAG & Vector Search
How Iran's election could make history
Vox Advanced 10y ago
How Evernote Enhanced Their Tech Recruiting Process
RAG & Vector Search ⚡ AI Lesson
How Evernote Enhanced Their Tech Recruiting Process
HackerRank Advanced 10y ago
L2 Digital IQ Index: Magazines 2011
RAG & Vector Search
L2 Digital IQ Index: Magazines 2011
Gartner for Marketing Advanced 11y ago
Lecture 9: Rethinking Matter
RAG & Vector Search
Lecture 9: Rethinking Matter
MIT OpenCourseWare Advanced 2y ago
Lecture 3: Worldviews, Wranglers, and the Making of Theoretical Physicists
RAG & Vector Search
Lecture 3: Worldviews, Wranglers, and the Making of Theoretical Physicists
MIT OpenCourseWare Advanced 2y ago
Lecture 6: Investing in Human Capital: Theory
RAG & Vector Search
Lecture 6: Investing in Human Capital: Theory
MIT OpenCourseWare Advanced 3y ago
9A. Networks 1: Systems Biology, Metabolic Kinetic & Flux Balance Optimization Methods
RAG & Vector Search
9A. Networks 1: Systems Biology, Metabolic Kinetic & Flux Balance Optimization Methods
MIT OpenCourseWare Advanced 3y ago
Lecture 2: Cantor's Theory of Cardinality (Size)
RAG & Vector Search
Lecture 2: Cantor's Theory of Cardinality (Size)
MIT OpenCourseWare Advanced 3y ago
Lecture 9: Reference-Dependent Preferences
RAG & Vector Search ⚡ AI Lesson
Lecture 9: Reference-Dependent Preferences
MIT OpenCourseWare Advanced 4y ago
Lecture 3: Time Preferences (Theory) I
RAG & Vector Search
Lecture 3: Time Preferences (Theory) I
MIT OpenCourseWare Advanced 4y ago
Lecture 4: Time Preferences (Theory) II
RAG & Vector Search ⚡ AI Lesson
Lecture 4: Time Preferences (Theory) II
MIT OpenCourseWare Advanced 4y ago
Video 7: Graph Theory (online class)
RAG & Vector Search
Video 7: Graph Theory (online class)
MIT OpenCourseWare Advanced 5y ago
Class 6: Payments
RAG & Vector Search
Class 6: Payments
MIT OpenCourseWare Advanced 5y ago
15. Linearized gravity II: Dynamic sources
RAG & Vector Search
15. Linearized gravity II: Dynamic sources
MIT OpenCourseWare Advanced 5y ago
6. Costs
RAG & Vector Search ⚡ AI Lesson
6. Costs
MIT OpenCourseWare Advanced 5y ago
13. Oligopoly
RAG & Vector Search ⚡ AI Lesson
13. Oligopoly
MIT OpenCourseWare Advanced 5y ago
5. Production Theory
RAG & Vector Search ⚡ AI Lesson
5. Production Theory
MIT OpenCourseWare Advanced 5y ago
1. A bridge between graph theory and additive combinatorics
RAG & Vector Search
1. A bridge between graph theory and additive combinatorics
MIT OpenCourseWare Advanced 6y ago
8. Szemerédi's graph regularity lemma III: further applications
RAG & Vector Search
8. Szemerédi's graph regularity lemma III: further applications
MIT OpenCourseWare Advanced 6y ago
SANS SIEM & Tactical Analytics Summit & Training
RAG & Vector Search
SANS SIEM & Tactical Analytics Summit & Training
SANS Institute Advanced 8y ago
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