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Retrieval Augmented Generation courses 121

Learn Retrieval Augmented Generation online: university courses, full YouTube courses, and courses with free certificates, from the IITs, MIT, Harvard, Google, Microsoft and more.

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Showing 121 courses

DeepLearning.AI

Retrieval Augmented Generation (RAG)

Gain fundamental understanding and the practical knowledge to develop production-ready RAG applications, from architecture to deployment and evaluation.

  • DeepLearning.AI
  • 26 hours
  • Self-paced
  • Free videos
  • Paid certificate
  • Intermediate

DeepLearning.AI

LangChain Chat with Your Data

4.8689 ratings

LangChain: Chat With Your Data delves into two main topics: (1) Retrieval Augmented Generation (RAG), a common LLM application that retrieves contextual documents from an external dataset, and (2) a guide to building a chatbot that responds to queries based on the content of your documents, rather…

Partner
  • Coursera
  • 1 hour
  • Self-paced
  • Paid certificate

Microsoft

Implement advanced RAG pipelines with Azure AI Search and Microsoft Foundry

Implement advanced retrieval-augmented generation (RAG) pipelines for production AI agents using Azure AI Search and Microsoft Foundry. Design hybrid search architectures, implement reranking strategies, configure dynamic knowledge source routing, and optimize chunking and embedding strategies.

  • Microsoft Learn
  • 40 minutes
  • Self-paced
  • Free course
  • Free badge
  • Advanced

Microsoft

Build knowledge-enhanced AI agents with Foundry IQ

Learn how Foundry IQ transforms how AI agents access and reason over organizational data through its unified knowledge layer and Retrieval Augmented Generation (RAG) capabilities. Build a practical agent that leverages enterprise knowledge through Foundry IQ's agentic retrieval engine.

  • Microsoft Learn
  • 1 hour
  • Self-paced
  • Free course
  • Free badge
  • Intermediate

DeepLearning.AI

Retrieval Augmented Generation (RAG)

4.8217 ratings

Retrieval Augmented Generation (RAG) improves large language model (LLM) responses by retrieving relevant data from knowledge bases—often private, recent, or domain-specific—and using it to generate more accurate, grounded answers. In this course, you’ll learn how to build RAG systems that connect…

Partner
  • Coursera
  • 31 hours
  • Self-paced
  • Paid certificate

Vanderbilt University

Advanced Prompt Engineering for Everyone

4.8838 ratings

Unlock the full potential of generative AI and become a master of prompt engineering. Dive deeper into how you can use In-context Learning to build better and more reliable prompts. See how Retrieval Augmented Generation (RAG) works and what can go wrong that you can counteract with fact-checkable…

Partner
  • Coursera
  • 9 hours
  • Self-paced
  • Paid certificate

Microsoft

Design and implement RAG with SQL

Learn how to implement Retrieval Augmented Generation (RAG) patterns using Azure SQL Database. Identify RAG use cases, prepare database context for Large Language Model (LLM) processing, construct augmented prompts, and process model responses.

  • Microsoft Learn
  • 1.5 hours
  • Self-paced
  • Free course
  • Free badge
  • Intermediate

Microsoft

Optimize generative AI model performance with Microsoft Foundry

Explore complementary strategies to optimize generative AI model performance, including prompt engineering, system messages, model parameters, Retrieval Augmented Generation (RAG), and fine-tuning. Learn when to use each strategy and how to combine them.

  • Microsoft Learn
  • 2 hours
  • Self-paced
  • Free course
  • Free badge
  • Intermediate

Udacity

Building Agents Course

4.6451 ratings

Build robust AI agents. Integrate tools via function calling, generate structured outputs with Pydantic, manage agent state, and utilize short-term and long-term memory. Create data-driven agents that interact with external APIs, search the web, query SQL databases, and perform agentic RAG for dyna…

Partner
  • Udacity
  • P2W
  • Self-paced
  • Intermediate

Great Learning

Introduction to RAG

4.673 ratings

In this GLA Free course you will be able to understand the basics and working of Retrieval-Augmented Generation (RAG), along with its core concepts, types, and real-world applications. It also helps in understanding how vector stores, embeddings, and retrieval mechanisms work, along with challenges…

  • Great Learning Academy
  • 1 hour
  • Self-paced
  • Free course
  • Free certificate
  • Beginner

Microsoft

Implement AI capabilities in database solutions

Learn to design intelligent search, work with models and embeddings, and build Retrieval Augmented Generation (RAG) patterns in T-SQL.

Learning path or series
  • Microsoft Learn
  • 3.5 hours
  • Self-paced
  • Free course
  • Free badge
  • Intermediate

DeepLearning.AI

JavaScript RAG Web Apps with LlamaIndex

4.716 ratings

Get started building full-stack RAG web applications. This course introduces the basics of Retrieval Augment Generation (RAG), including its practical implementation with JavaScript. You’ll assemble an intelligent agent capable of running its own queries. This course will guide you through the proc…

Partner
  • Coursera
  • 1 hour
  • Self-paced
  • Paid certificate

IBM

Developing Generative AI Applications with Python

4.611 ratings

Build in-demand skills in generative AI application development and get hands-on experience creating intelligent chatbots and apps using popular LLMs, RAG technology, and IBM watsonx.

  • edX
  • 6 weeks, 2 - 4 hours per week
  • Self-paced
  • Free to audit
  • Paid certificate
  • Intermediate

Microsoft

Implement AI and analytics capabilities in Azure Cosmos DB

Build AI and analytics capabilities on Azure Cosmos DB for NoSQL: full-text, vector, and hybrid search, retrieval tuning, retrieval-augmented generation, durable agent memory, and no-ETL operational analytics with Microsoft Fabric mirroring.

Learning path or series
  • Microsoft Learn
  • 8.5 hours
  • Self-paced
  • Free course
  • Free badge
  • Intermediate

IBM

Advanced RAG with Vector Databases and Retrievers

4.777 ratings

Ready to boost your AI career by mastering next-level retrieval techniques for intelligent search and summarization? This hands-on course takes you deep into the world of Retrieval-Augmented Generation (RAG), advanced retrievers, and vector databases such as FAISS and Chroma DB. You'll gain the cut…

Partner
  • Coursera
  • 2 weeks of study, 3-4 hours per week
  • Self-paced
  • Paid certificate

Harvard University

CS50's Fundamentals of AI - Lecture 5 - Generating (live, unedited)

Exploring how AI can generate text, images, and sounds: retrieval-augmented generation, autoencoders, diffusion models. Registration (and assignments) for this course won't be available on edX until later this year, so watching now offers a preview. Unlike CS50 AI, which assume a programming backgr…

Free video
  • YouTube
  • 1.5 hours
  • Self-paced
  • Free video

Google Cloud

Gen AI Apps: Transform Your Work

4.7121 ratings

Transform Your Work With Gen AI Apps is the fourth course of the Gen AI Leader learning path. This course introduces Google’s gen AI applications, such as Google Workspace with Gemini and NotebookLM. It guides you through concepts like grounding, retrieval augmented generation, constructing effecti…

Partner
  • Coursera
  • 4 hours
  • Self-paced
  • Paid certificate

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