Core AI

RAG & Vector Search

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

5,267
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 5,116 Reads 151
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AI just broke its knowledge limit! See how RAG changes everything.
RAG & Vector Search โšก AI Lesson
AI just broke its knowledge limit! See how RAG changes everything.
Casey Keith Advanced 1mo ago
[Graph Neural Nets] Breaking Symmetry Bottlenecks: How Projector-Based Readouts Supercharge GNNs.
RAG & Vector Search
[Graph Neural Nets] Breaking Symmetry Bottlenecks: How Projector-Based Readouts Supercharge GNNs.
AI Podcast Series. Byte Goose AI. Advanced 1mo ago
Fix Bad RAG Queries Without Re-Indexing
RAG & Vector Search
Fix Bad RAG Queries Without Re-Indexing
Shane | LLM Implementation Advanced 1mo ago
STOP wasting budget on bad leads! ๐Ÿ›‘ #LeadFunnel #GoogleTag #ConversionTracking
RAG & Vector Search โšก AI Lesson
STOP wasting budget on bad leads! ๐Ÿ›‘ #LeadFunnel #GoogleTag #ConversionTracking
Google Ads Advanced 1mo ago
Gemini Embedding 2 - Multimodal (Text, Images, PDF, Audio, Video) Embeddings for RAGs and Agents
RAG & Vector Search
Gemini Embedding 2 - Multimodal (Text, Images, PDF, Audio, Video) Embeddings for RAGs and Agents
Venelin Valkov Advanced 2mo ago
Gemini Embedding 2 Hands-on in 8 mins!
RAG & Vector Search โšก AI Lesson
Gemini Embedding 2 Hands-on in 8 mins!
1littlecoder Advanced 2mo ago
Why OpenAI Embeddings Still Work Even After You Truncate Them
RAG & Vector Search โšก AI Lesson
Why OpenAI Embeddings Still Work Even After You Truncate Them
ExplainingAI Advanced 2mo ago
Off the Racquet 2026: An Exclusive Retreat at Indian Wells
RAG & Vector Search
Off the Racquet 2026: An Exclusive Retreat at Indian Wells
The Information Advanced 2mo ago
10 Things You MUST DO After Uploading a YouTube Video (if you want it to take off)
RAG & Vector Search โšก AI Lesson
10 Things You MUST DO After Uploading a YouTube Video (if you want it to take off)
Gillian Perkins Advanced 2mo ago
AWS S3 Deep Dive: Vector Buckets, Amazon Q, and CLI Data Management
RAG & Vector Search โšก AI Lesson
AWS S3 Deep Dive: Vector Buckets, Amazon Q, and CLI Data Management
Analytics Vidhya Advanced 2mo ago
Lecture 03: Externalities in Theory & Practice
RAG & Vector Search
Lecture 03: Externalities in Theory & Practice
MIT OpenCourseWare Advanced 3mo ago
Lecture 05: Public Goods Theory, Optimality, and Pricing
RAG & Vector Search
Lecture 05: Public Goods Theory, Optimality, and Pricing
MIT OpenCourseWare Advanced 3mo ago
ETL vs ELT - And where does Talend fit in?
RAG & Vector Search
ETL vs ELT - And where does Talend fit in?
Curious Enough Advanced 3mo ago
Advanced Retrieval Pipeline for RAG (HyDE, Hybrid Search, Reranking) | Build 100% Local Retrieval
RAG & Vector Search โšก AI Lesson
Advanced Retrieval Pipeline for RAG (HyDE, Hybrid Search, Reranking) | Build 100% Local Retrieval
Venelin Valkov Advanced 3mo ago
Culture isnโ€™t soft. Itโ€™s expensive when itโ€™s wrong
RAG & Vector Search
Culture isnโ€™t soft. Itโ€™s expensive when itโ€™s wrong
The Startup Club by Slidebean Advanced 3mo ago
Small Language Models Powering AI: The Future? #shorts #slm #slms #youtubeshorts
RAG & Vector Search โšก AI Lesson
Small Language Models Powering AI: The Future? #shorts #slm #slms #youtubeshorts
AI Anytime Advanced 3mo ago
BigQuery Migration Service: Validation and optimization
RAG & Vector Search โšก AI Lesson
BigQuery Migration Service: Validation and optimization
Google Cloud Tech Advanced 4mo ago
How Nutanix Is Taming Operational Complexity
RAG & Vector Search โšก AI Lesson
How Nutanix Is Taming Operational Complexity
The New Stack Advanced 4mo ago
Weaviate, AWS, and NVIDIA in the AI ecosystem | Amazon Web Services
RAG & Vector Search
Weaviate, AWS, and NVIDIA in the AI ecosystem | Amazon Web Services
Amazon Web Services Advanced 5mo ago
Zilliz, AWS & NVIDIA: High-performance AI apps infrastructure partnerships | Amazon Web Services
RAG & Vector Search โšก AI Lesson
Zilliz, AWS & NVIDIA: High-performance AI apps infrastructure partnerships | Amazon Web Services
Amazon Web Services Advanced 5mo ago
Unlocking AI and HPC Success with Google Cloud Managed Lustre
RAG & Vector Search
Unlocking AI and HPC Success with Google Cloud Managed Lustre
Google Cloud Advanced 5mo ago
Designing Recommender Systems for Digital Humanities
RAG & Vector Search โšก AI Lesson
Designing Recommender Systems for Digital Humanities
Data Skeptic Advanced 5mo ago
Semantic Query Engines with Matthew Russo - Weaviate Podcast #131!
RAG & Vector Search
Semantic Query Engines with Matthew Russo - Weaviate Podcast #131!
Weaviate vector database Advanced 5mo ago
How Nuro transformed end-to-end AI and data discovery with Google Cloud Consulting
RAG & Vector Search
How Nuro transformed end-to-end AI and data discovery with Google Cloud Consulting
Google Cloud Advanced 6mo ago
Lecture 02: Externalities in Theory
RAG & Vector Search
Lecture 02: Externalities in Theory
MIT OpenCourseWare Advanced 3mo ago
Lecture 10: Social Insurance Theory
RAG & Vector Search
Lecture 10: Social Insurance Theory
MIT OpenCourseWare Advanced 3mo ago
Lecture 7: Generating Functions for Catalan Numbers
RAG & Vector Search
Lecture 7: Generating Functions for Catalan Numbers
MIT OpenCourseWare Advanced 4mo ago
Lecture 3: Inclusion-Exclusion
RAG & Vector Search โšก AI Lesson
Lecture 3: Inclusion-Exclusion
MIT OpenCourseWare Advanced 4mo ago
Lecture 11: Basic Group Theory
RAG & Vector Search โšก AI Lesson
Lecture 11: Basic Group Theory
MIT OpenCourseWare Advanced 4mo ago
Lecture 13: Duality in Linear Programming
RAG & Vector Search
Lecture 13: Duality in Linear Programming
MIT OpenCourseWare Advanced 4mo ago
Lecture 15: Max-Flow Min-Cut Theorem
RAG & Vector Search
Lecture 15: Max-Flow Min-Cut Theorem
MIT OpenCourseWare Advanced 4mo ago
Lecture 2: Independence and Conditioning
RAG & Vector Search โšก AI Lesson
Lecture 2: Independence and Conditioning
MIT OpenCourseWare Advanced 4mo ago
Lecture 8: Tail Bounds
RAG & Vector Search
Lecture 8: Tail Bounds
MIT OpenCourseWare Advanced 4mo ago
Lecture 4: Counting
RAG & Vector Search โšก AI Lesson
Lecture 4: Counting
MIT OpenCourseWare Advanced 4mo ago
Lecture 5: Probability Theory (cont.); Stochastic Processes I
RAG & Vector Search โšก AI Lesson
Lecture 5: Probability Theory (cont.); Stochastic Processes I
MIT OpenCourseWare Advanced 5mo ago
Lecture 09: Reflections on the Szemeredi-Trotter Theorem
RAG & Vector Search
Lecture 09: Reflections on the Szemeredi-Trotter Theorem
MIT OpenCourseWare Advanced 6mo ago
Lecture 19: Random Walks on Finite Groups, Part 3
RAG & Vector Search โšก AI Lesson
Lecture 19: Random Walks on Finite Groups, Part 3
MIT OpenCourseWare Advanced 6mo ago
Lecture 08: The Szemeredi-Trotter Theorem
RAG & Vector Search
Lecture 08: The Szemeredi-Trotter Theorem
MIT OpenCourseWare Advanced 6mo ago
Lecture 21: Homogeneous Dynamics, Part 2
RAG & Vector Search โšก AI Lesson
Lecture 21: Homogeneous Dynamics, Part 2
MIT OpenCourseWare Advanced 6mo ago
Introducing Amazon Nova Multimodal Embeddings | Amazon Web Services
RAG & Vector Search
Introducing Amazon Nova Multimodal Embeddings | Amazon Web Services
Amazon Web Services Advanced 6mo ago
Session 5-2: Differences Between Geothermal Heat Pumps and GEN
RAG & Vector Search โšก AI Lesson
Session 5-2: Differences Between Geothermal Heat Pumps and GEN
MIT OpenCourseWare Advanced 6mo ago
Video 6b: Representations of Ontologies: Craig Sappโ€™s Rosetta Stone
RAG & Vector Search โšก AI Lesson
Video 6b: Representations of Ontologies: Craig Sappโ€™s Rosetta Stone
MIT OpenCourseWare Advanced 7mo ago
Video 4b: Music Representation in General
RAG & Vector Search
Video 4b: Music Representation in General
MIT OpenCourseWare Advanced 7mo ago
Video 7d: Partwise vs. Timewise Polyphonic Representations
RAG & Vector Search โšก AI Lesson
Video 7d: Partwise vs. Timewise Polyphonic Representations
MIT OpenCourseWare Advanced 7mo ago
Video 32a: Tipping the Iceberg
RAG & Vector Search โšก AI Lesson
Video 32a: Tipping the Iceberg
MIT OpenCourseWare Advanced 7mo ago
Class 8 Video: Hierarchies (II): Streams and Recursions
RAG & Vector Search
Class 8 Video: Hierarchies (II): Streams and Recursions
MIT OpenCourseWare Advanced 7mo ago
Video 26a: Vocabulary Reduction
RAG & Vector Search โšก AI Lesson
Video 26a: Vocabulary Reduction
MIT OpenCourseWare Advanced 7mo ago
Class 5 Video: Music Representation (II)
RAG & Vector Search
Class 5 Video: Music Representation (II)
MIT OpenCourseWare Advanced 7mo ago
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