Core AI

RAG & Vector Search

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

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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
Videos 3,465 Reads 1,460
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Are Vector DBs the Future Data Platform for AI? with Ed Anuff - 664
RAG & Vector Search
Are Vector DBs the Future Data Platform for AI? with Ed Anuff - 664
The TWIML AI Podcast with Sam Charrington Intermediate 2y ago
Fauna Plays Outer Wilds: Episode 3 【Black Hole】
RAG & Vector Search
Fauna Plays Outer Wilds: Episode 3 【Black Hole】
Ceres Fauna Ch. hololive-EN Beginner 2y ago
Fauna Plays Outer Wilds: Episode 2 【Feldspar】
RAG & Vector Search
Fauna Plays Outer Wilds: Episode 2 【Feldspar】
Ceres Fauna Ch. hololive-EN Beginner 2y ago
Unlock Semantic SEO Success: Embrace NLP Concepts for Higher Rankings!
RAG & Vector Search
Unlock Semantic SEO Success: Embrace NLP Concepts for Higher Rankings!
Koray Tuğberk GÜBÜR Intermediate 2y ago
Building Chatbots with OpenAI and Pinecone | Become an AI Developer
RAG & Vector Search ⚡ AI Lesson
Building Chatbots with OpenAI and Pinecone | Become an AI Developer
DataCamp Intermediate 2y ago
Maker Spotlight: Using Co.Chat with RAG in Cosona App
RAG & Vector Search ⚡ AI Lesson
Maker Spotlight: Using Co.Chat with RAG in Cosona App
Cohere Intermediate 2y ago
I-JEPA: Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture
RAG & Vector Search
I-JEPA: Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture
MIPAL-SNU Beginner 2y ago
PostgreSQL as VectorDB - Beginner Tutorial
RAG & Vector Search
PostgreSQL as VectorDB - Beginner Tutorial
Dave Ebbelaar Beginner 2y ago
Unlocking the Power of Semantic SEO: Revolutionizing Search Engines!
RAG & Vector Search
Unlocking the Power of Semantic SEO: Revolutionizing Search Engines!
Koray Tuğberk GÜBÜR Advanced 2y ago
Why Everyone is Freaking Out About RAG
RAG & Vector Search ⚡ AI Lesson
Why Everyone is Freaking Out About RAG
Tech With Tim Beginner 2y ago
What is Storage Access API?
RAG & Vector Search
What is Storage Access API?
Chrome for Developers Beginner 2y ago
What Is Retrieval-Augmented Generation and How to Make AI Work for You, with Guil Hernandez
RAG & Vector Search
What Is Retrieval-Augmented Generation and How to Make AI Work for You, with Guil Hernandez
Scrimba Beginner 2y ago
Retrieval Augmented Generation (RAG) for Production with LangChain & LlamaIndex Free Course
RAG & Vector Search
Retrieval Augmented Generation (RAG) for Production with LangChain & LlamaIndex Free Course
What's AI by Louis-François Bouchard Beginner 2y ago
What is CHIPS?
RAG & Vector Search ⚡ AI Lesson
What is CHIPS?
Chrome for Developers Beginner 2y ago
W2 5 Retrieval Augmented Generation RAG
RAG & Vector Search
W2 5 Retrieval Augmented Generation RAG
AI Thought Intermediate 2y ago
2024's AI Essentials: 10 Must-Know AI Terms from 2023 Explained in 5 Minutes! 🚀🌟
RAG & Vector Search
2024's AI Essentials: 10 Must-Know AI Terms from 2023 Explained in 5 Minutes! 🚀🌟
AssemblyAI Beginner 2y ago
The Worst Web Browser Is...
RAG & Vector Search ⚡ AI Lesson
The Worst Web Browser Is...
Brodie Robertson Beginner 2y ago
Save time debugging: Icecream for Python #python #coding #debugging
RAG & Vector Search
Save time debugging: Icecream for Python #python #coding #debugging
AssemblyAI Beginner 2y ago
Why Discipline is the Missing Ingredient in Your Success
RAG & Vector Search ⚡ AI Lesson
Why Discipline is the Missing Ingredient in Your Success
Evan Carmichael Beginner 2y ago
Decoding RAG: Algorithms That Power Vector Databases
RAG & Vector Search ⚡ AI Lesson
Decoding RAG: Algorithms That Power Vector Databases
AI Anytime Intermediate 2y ago
Structural Pattern Matching in Python: Not Your Average Switch-Case
RAG & Vector Search ⚡ AI Lesson
Structural Pattern Matching in Python: Not Your Average Switch-Case
NeuralNine Beginner 2y ago
Mastering Embedding Stores & Vector Databases in LLM Apps with Anton Troynikov: Chapter 15
RAG & Vector Search
Mastering Embedding Stores & Vector Databases in LLM Apps with Anton Troynikov: Chapter 15
Weights & Biases Intermediate 2y ago
A deep dive into Retrieval-Augmented Generation with Llamaindex
RAG & Vector Search
A deep dive into Retrieval-Augmented Generation with Llamaindex
LlamaIndex Intermediate 2y ago
Benchmarking Methods for Semi-Structured RAG
RAG & Vector Search
Benchmarking Methods for Semi-Structured RAG
LangChain Intermediate 2y ago
Retrieval Augmented Generation with LlamaIndex
RAG & Vector Search ⚡ AI Lesson
Retrieval Augmented Generation with LlamaIndex
DataCamp Beginner 2y ago
Prestressed Concrete: Enhancing Strength with Pre-Compression
RAG & Vector Search
Prestressed Concrete: Enhancing Strength with Pre-Compression
Civilex Intermediate 2y ago
How does Embed v3 measure document content quality? #embedding #largelanguagemodels #cohere
RAG & Vector Search
How does Embed v3 measure document content quality? #embedding #largelanguagemodels #cohere
Cohere Intermediate 2y ago
Hello, GitOps - Boeing's Open Source Push
RAG & Vector Search ⚡ AI Lesson
Hello, GitOps - Boeing's Open Source Push
The New Stack Beginner 2y ago
Armchair Architects: LLMs & Vector Databases (Part 1)
RAG & Vector Search
Armchair Architects: LLMs & Vector Databases (Part 1)
Microsoft Developer Beginner 2y ago
Azure AI Search: Generating the right answers, every time
RAG & Vector Search
Azure AI Search: Generating the right answers, every time
Microsoft Developer Beginner 2y ago
10 innovations to know about Google Cloud VMware® Engine for cloud success
RAG & Vector Search
10 innovations to know about Google Cloud VMware® Engine for cloud success
Google Cloud Beginner 2y ago
Foundation models powering relevancy and ranking in retail search
RAG & Vector Search
Foundation models powering relevancy and ranking in retail search
Google Cloud Intermediate 2y ago
Enhancing RAG Pipelines with Metadata Enrichment Techniques
RAG & Vector Search ⚡ AI Lesson
Enhancing RAG Pipelines with Metadata Enrichment Techniques
AI Anytime Beginner 2y ago
From Passion-Driven to Data-Driven - Unveiling Entrepreneurial Growth with Mark Drager!
RAG & Vector Search
From Passion-Driven to Data-Driven - Unveiling Entrepreneurial Growth with Mark Drager!
Evan Carmichael Intermediate 2y ago
Lecture 8: Syntax, Part 1
RAG & Vector Search ⚡ AI Lesson
Lecture 8: Syntax, Part 1
MIT OpenCourseWare Beginner 2y ago
Lecture 6: Mock Exam, Verbs, Part 2, and Adjectives
RAG & Vector Search
Lecture 6: Mock Exam, Verbs, Part 2, and Adjectives
MIT OpenCourseWare Beginner 2y ago
Gas Prices Finally Drop to 11-Month Low
RAG & Vector Search
Gas Prices Finally Drop to 11-Month Low
The Hustle Beginner 2y ago
Fauna Plays Outer Wilds: Episode 1 【Jumbo Marshmallow】
RAG & Vector Search
Fauna Plays Outer Wilds: Episode 1 【Jumbo Marshmallow】
Ceres Fauna Ch. hololive-EN Beginner 2y ago
【holoEN AMONG US】 dun dun dun dun dun dun dun DU DU DUN
RAG & Vector Search ⚡ AI Lesson
【holoEN AMONG US】 dun dun dun dun dun dun dun DU DU DUN
Ceres Fauna Ch. hololive-EN Beginner 2y ago
【after karaoke chats & superchats!】 catching up before my break!
RAG & Vector Search
【after karaoke chats & superchats!】 catching up before my break!
Ceres Fauna Ch. hololive-EN Beginner 2y ago
【LETHAL COMPANY】 What are we, some kinda lethal company?
RAG & Vector Search ⚡ AI Lesson
【LETHAL COMPANY】 What are we, some kinda lethal company?
Ceres Fauna Ch. hololive-EN Beginner 2y ago
【PlateUp!】 The Sweaty TryHard Gamers Collab
RAG & Vector Search
【PlateUp!】 The Sweaty TryHard Gamers Collab
Ceres Fauna Ch. hololive-EN Beginner 2y ago
What’s new with Embed v3? #cohere #largelanguagemodels #embedding #retrieval
RAG & Vector Search
What’s new with Embed v3? #cohere #largelanguagemodels #embedding #retrieval
Cohere Intermediate 2y ago
Driving a culture of learning in your organization
RAG & Vector Search
Driving a culture of learning in your organization
Google Cloud Beginner 2y ago
Accelerate your journey to the cloud with RISE with SAP on Google Cloud
RAG & Vector Search
Accelerate your journey to the cloud with RISE with SAP on Google Cloud
Google Cloud Intermediate 2y ago
Lecture 4: Nouns
RAG & Vector Search ⚡ AI Lesson
Lecture 4: Nouns
MIT OpenCourseWare Beginner 2y ago
Lecture 7: Numerals, Adverbs, Conjunctions, Prepositions, Concord, and Word Order
RAG & Vector Search ⚡ AI Lesson
Lecture 7: Numerals, Adverbs, Conjunctions, Prepositions, Concord, and Word Order
MIT OpenCourseWare Beginner 2y ago
Lecture 3: Pronouns
RAG & Vector Search
Lecture 3: Pronouns
MIT OpenCourseWare Beginner 2y ago
📚 Continue on Coursera External links · Free to audit
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Understanding and Applying Text Embeddings
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Self-paced
Understanding and Applying Text Embeddings
Opens on Coursera ↗
Integrate Embeddings and Chroma
📚 External: Coursera ↗
Self-paced
Integrate Embeddings and Chroma
Opens on Coursera ↗
Preprocessing Unstructured Data for LLMs and RAG Systems
📚 External: Coursera ↗
Self-paced
Preprocessing Unstructured Data for LLMs and RAG Systems
Opens on Coursera ↗
Geodesign: Change Your World
📚 External: Coursera ↗
Self-paced
Geodesign: Change Your World
Opens on Coursera ↗
Getting Started with Vector Databases and AI Embeddings
📚 External: Coursera ↗
Self-paced
Getting Started with Vector Databases and AI Embeddings
Opens on Coursera ↗
Gen AI - RAG Application Development using LlamaIndex
📚 External: Coursera ↗
Self-paced
Gen AI - RAG Application Development using LlamaIndex
Opens on Coursera ↗