Mastering Retrieval-Augmented Generation (RAG)

Master RAG from Zero to Hero: Build Real-World AI with Retrieval-Augmented Generation
4.58 (40 reviews)
Udemy
platform
English
language
Data Science
category
Luka Anicin
instructor
Mastering Retrieval-Augmented Generation (RAG)
370
students
2.5 hours
content
Nov 2024
last update
$69.99
regular price

What you will learn

Core principles of Retrieval-Augmented Generation (RAG) – Understand how RAG combines retrieval and generation for improved AI responses.

Implementing basic and advanced RAG architectures – Step-by-step guides to setting up RAG, Multi-Query RAG, RAG Fusion, and HyDE RAG.

Working with OpenAI embeddings and Pinecone – Practical exercises in connecting embeddings with vector databases for efficient retrieval.

Multi-query and RAG Fusion techniques – Learn strategies for better, contextually accurate answers through fusion and multi-query models.

Building and deploying RAG with FastAPI on Google Cloud Platform (GCP) – End-to-end deployment guidance for scalable RAG applications.

Prompt routing and database management – Gain experience with routing strategies and optimized content indexing for more efficient RAG systems.

Prompt caching and optimization techniques – Discover ways to reduce costs and improve response speed with caching in RAG models.

Course Gallery

Mastering Retrieval-Augmented Generation (RAG) – Screenshot 1
Screenshot 1 – Mastering Retrieval-Augmented Generation (RAG)
Mastering Retrieval-Augmented Generation (RAG) – Screenshot 2
Screenshot 2 – Mastering Retrieval-Augmented Generation (RAG)
Mastering Retrieval-Augmented Generation (RAG) – Screenshot 3
Screenshot 3 – Mastering Retrieval-Augmented Generation (RAG)
Mastering Retrieval-Augmented Generation (RAG) – Screenshot 4
Screenshot 4 – Mastering Retrieval-Augmented Generation (RAG)

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6204867
udemy ID
26/09/2024
course created date
27/11/2024
course indexed date
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course submited by
Mastering Retrieval-Augmented Generation (RAG) - | Comidoc