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
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Taking RAG Pipeline To Production With Caching And Observability
RAG & Vector Search
Taking RAG Pipeline To Production With Caching And Observability
Krish Naik Intermediate 2d ago
Traditional RAG Vs Vectorless RAG-When To Use What?
RAG & Vector Search
Traditional RAG Vs Vectorless RAG-When To Use What?
Krish Naik Intermediate 5d ago
Agentic Search for Context Engineering โ€” Leonie Monigatti, Elastic
RAG & Vector Search
Agentic Search for Context Engineering โ€” Leonie Monigatti, Elastic
AI Engineer Intermediate 6d ago
Gemini File Search Update: Multimodal RAG, Metadata Filters & Page Citations
RAG & Vector Search
Gemini File Search Update: Multimodal RAG, Metadata Filters & Page Citations
Analytics Vidhya Intermediate 1w ago
This (RAG Project) is ๐Ÿ”ฅ
RAG & Vector Search
This (RAG Project) is ๐Ÿ”ฅ
AI Coach John (Tamil) Intermediate 1w ago
The Small Model Infrastructure Nobody Built (So We Did) โ€” Filip Makraduli, Superlinked
RAG & Vector Search
The Small Model Infrastructure Nobody Built (So We Did) โ€” Filip Makraduli, Superlinked
AI Engineer Intermediate 1w ago
What you can do with Gemini Embedding 2
RAG & Vector Search
What you can do with Gemini Embedding 2
Google for Developers Intermediate 1w ago
FastEmbed: Local AI Embeddings in Python
RAG & Vector Search
FastEmbed: Local AI Embeddings in Python
NeuralNine Intermediate 1w ago
Beyond Vector Search: What RAG Actually Needs | Yohan Lasorsa | Azure Cosmos DB Conf 2026
RAG & Vector Search
Beyond Vector Search: What RAG Actually Needs | Yohan Lasorsa | Azure Cosmos DB Conf 2026
Microsoft Developer Intermediate 2w ago
Why is RAG ๐Ÿ”ฅ so IMPORTANT? Simplified in Tamil
RAG & Vector Search
Why is RAG ๐Ÿ”ฅ so IMPORTANT? Simplified in Tamil
AI Coach John (Tamil) Intermediate 2w ago
Project: Full RAG Implementation in LangGraph
RAG & Vector Search
Project: Full RAG Implementation in LangGraph
Analytics Vidhya Intermediate 3w ago
Qdrant: Perfect Vector Store For RAG in Python
RAG & Vector Search
Qdrant: Perfect Vector Store For RAG in Python
NeuralNine Intermediate 1mo ago
The End of Frozen Models and RAG Pipelines #ai #podcast
RAG & Vector Search
The End of Frozen Models and RAG Pipelines #ai #podcast
The MAD Podcast with Matt Turck Intermediate 1mo ago
Hybrid Search Finds What Vectors Miss (RAG)
RAG & Vector Search
Hybrid Search Finds What Vectors Miss (RAG)
Shane | LLM Implementation Intermediate 1mo ago
13: Color Perception (cont'd), Motion Perception
RAG & Vector Search
13: Color Perception (cont'd), Motion Perception
MIT OpenCourseWare Intermediate 1mo ago
17: The Generic Viewpoint Assumption; Object Recognition
RAG & Vector Search
17: The Generic Viewpoint Assumption; Object Recognition
MIT OpenCourseWare Intermediate 1mo ago
AI Search is *forcing* your website code to change.
RAG & Vector Search โšก AI Lesson
AI Search is *forcing* your website code to change.
Casey Keith Intermediate 1mo ago
Spring Boot RestClient Error Handling
RAG & Vector Search โšก AI Lesson
Spring Boot RestClient Error Handling
Dan Vega Intermediate 1mo ago
Absurd Ultra-Niches Will Print Money in 2026
RAG & Vector Search โšก AI Lesson
Absurd Ultra-Niches Will Print Money in 2026
Ryan Doser Intermediate 1mo ago
Technology Tree of Rag
RAG & Vector Search
Technology Tree of Rag
Vamaze Tech Intermediate 1mo ago
The FASTEST Way to Add RAG to Azure AI Agents
RAG & Vector Search
The FASTEST Way to Add RAG to Azure AI Agents
Azure Innovation Station | Azure AI Agents Intermediate 1mo ago
Late Interaction combines the best of Keyword and Semantic Search
RAG & Vector Search โšก AI Lesson
Late Interaction combines the best of Keyword and Semantic Search
Weaviate vector database Intermediate 1mo ago
RAG in 60 seconds(Tamil) ๐Ÿ”ฅ
RAG & Vector Search
RAG in 60 seconds(Tamil) ๐Ÿ”ฅ
AI Coach John (Tamil) Intermediate 3w ago
18. LLM Ops: Local FastAPI Deployment, Ollama, and Metadata Analysis
RAG & Vector Search
18. LLM Ops: Local FastAPI Deployment, Ollama, and Metadata Analysis
Analytics Vidhya Intermediate 1mo ago
17. RAG Evaluation Deep Dive: Measuring AI Quality in Production LLM Ops
RAG & Vector Search
17. RAG Evaluation Deep Dive: Measuring AI Quality in Production LLM Ops
Analytics Vidhya Intermediate 1mo ago
16. LLM Ops Architecture: Implementing Output Validation and Structured AI Responses
RAG & Vector Search
16. LLM Ops Architecture: Implementing Output Validation and Structured AI Responses
Analytics Vidhya Intermediate 1mo ago
From Chunks to Connections: Graph RAG with Neo4j for Hierarchical Intelligence
RAG & Vector Search
From Chunks to Connections: Graph RAG with Neo4j for Hierarchical Intelligence
Analytics Vidhya Intermediate 1mo ago
Why Classic RAG Fails & How Graph RAG Solves It
RAG & Vector Search
Why Classic RAG Fails & How Graph RAG Solves It
Analytics Vidhya Intermediate 1mo ago
Build a RAG System from Scratch with Python
RAG & Vector Search
Build a RAG System from Scratch with Python
Analytics Vidhya Intermediate 1mo ago
Graph RAG Project Problem Statement
RAG & Vector Search
Graph RAG Project Problem Statement
Analytics Vidhya Intermediate 1mo ago
Classic RAG Limitations Explained
RAG & Vector Search
Classic RAG Limitations Explained
Analytics Vidhya Intermediate 1mo ago
23: Olfaction and Gustation
RAG & Vector Search โšก AI Lesson
23: Olfaction and Gustation
MIT OpenCourseWare Intermediate 1mo ago
3: Sound Localization, Pitch, Timbre, and Loudness / Psychophysical Methods
RAG & Vector Search
3: Sound Localization, Pitch, Timbre, and Loudness / Psychophysical Methods
MIT OpenCourseWare Intermediate 1mo ago
2: Frequency Selectivity and Nonlinearity in Hearing
RAG & Vector Search
2: Frequency Selectivity and Nonlinearity in Hearing
MIT OpenCourseWare Intermediate 1mo ago
5: Auditory Scene Analysis
RAG & Vector Search
5: Auditory Scene Analysis
MIT OpenCourseWare Intermediate 1mo ago
8: The Eye and the Retina (cont'd)
RAG & Vector Search โšก AI Lesson
8: The Eye and the Retina (cont'd)
MIT OpenCourseWare Intermediate 1mo ago
16: Depth Perception (cont'd)
RAG & Vector Search
16: Depth Perception (cont'd)
MIT OpenCourseWare Intermediate 1mo ago
12: Lightness Perception, Color Perception
RAG & Vector Search
12: Lightness Perception, Color Perception
MIT OpenCourseWare Intermediate 1mo ago
14: Motion Perception (cont'd)
RAG & Vector Search โšก AI Lesson
14: Motion Perception (cont'd)
MIT OpenCourseWare Intermediate 1mo ago
7: The Eye and Retina
RAG & Vector Search โšก AI Lesson
7: The Eye and Retina
MIT OpenCourseWare Intermediate 1mo ago
4: Pitch Perception and Scene Analysis
RAG & Vector Search
4: Pitch Perception and Scene Analysis
MIT OpenCourseWare Intermediate 1mo ago
9: Lateral Geniculate Nucleus (LGN) / Primary Visual Cortex (V1)
RAG & Vector Search
9: Lateral Geniculate Nucleus (LGN) / Primary Visual Cortex (V1)
MIT OpenCourseWare Intermediate 1mo ago
11: Mid-Level Vision (cont'd)
RAG & Vector Search
11: Mid-Level Vision (cont'd)
MIT OpenCourseWare Intermediate 1mo ago
19: Texture Perception (cont'd)
RAG & Vector Search
19: Texture Perception (cont'd)
MIT OpenCourseWare Intermediate 1mo ago
6: Auditory Scene Analysis (cont'd) and Speech Perception
RAG & Vector Search
6: Auditory Scene Analysis (cont'd) and Speech Perception
MIT OpenCourseWare Intermediate 1mo ago
10: Mid-Level Vision
RAG & Vector Search โšก AI Lesson
10: Mid-Level Vision
MIT OpenCourseWare Intermediate 1mo ago
15: Depth Perception
RAG & Vector Search โšก AI Lesson
15: Depth Perception
MIT OpenCourseWare Intermediate 1mo ago
Your RAG is Broken ๐Ÿ˜ณ Meet PageIndex (Vectorless AI)
RAG & Vector Search
Your RAG is Broken ๐Ÿ˜ณ Meet PageIndex (Vectorless AI)
Analytics Vidhya Intermediate 1mo ago
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