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Learn Retrieval Augmented Generation online: university courses, full YouTube courses, and courses with free certificates, from the IITs, MIT, Harvard, Google, Microsoft and more.
Board Infinity
This course teaches a complete, production-oriented Retrieval-Augmented Generation (RAG) system — document ingestion, chunking, embeddings, vector search, summarization, RAG-based Q&A, evaluation, and deployment — through one evolving "AI Knowledge Assistant" project. The structure and pedagogy are…
Coursera
Dive into Chroma, the lightweight vector database transforming how AI applications handle complex data retrieval. This comprehensive course takes you from basic installation to building advanced, production-ready semantic search and RAG (Retrieval-Augmented Generation) systems. You'll progress thro…
Edureka
This course introduces retrieval augmented generation and extends it from text documents to video. You build a working document-based RAG chatbot first, then learn to break video into the signals a retrieval system can search. You start with RAG architecture, embeddings, and vector stores, building…
Coursera
In this course, you’ll learn how to integrate enterprise data with advanced large language models (LLMs) using Retrieval-Augmented Generation (RAG) techniques. Through hands-on practice, you’ll build AI-powered applications with tools like LangChain, FAISS, and OpenAI APIs. You’ll explore LLM funda…
Coursera
This Short Course was created to help Machine Learning and Artificial Intelligence professionals accomplish end-to-end integration of LLMs with digital twin environments using Azure Digital Twins as the reference implementation and a retrieval-augmented generation (RAG) pattern. . By completing thi…
Coursera
Launch Chroma Fast is an intermediate course for ML engineers and AI practitioners looking to prototype and test vector search applications. This course teaches the critical skill of standing up a local vector database for Retrieval-Augmented Generation (RAG) and semantic search, bypassing the need…
Pearson
This course offers a comprehensive exploration into the crucial security measures necessary for the deployment and development of various AI implementations, including large language models (LLMs) and Retrieval-Augmented Generation (RAG). It addresses critical considerations and mitigations to redu…
Simplilearn
This comprehensive Generative AI Training, Evaluation, and Trends course equips you with the skills to build, optimize, and future-proof GenAI systems. Begin by learning how generative models are trained and evaluated using real-world metrics. Explore Retrieval Augmented Generation (RAG) to improve…
Edureka
This course introduces the core concepts and techniques behind Retrieval-Augmented Generation (RAG) systems, guiding you through building, optimizing, and deploying powerful AI systems that combine language models with external knowledge sources. Whether you are new to RAG or looking to deepen your…
Coursera
In this course, we start with the concepts and use of Large Language Models, exploring popular LLMs such as OpenAI GPT and Google Gemini. We will understand Language Embeddings and Vector Databases, and move on to learn LangChain LLM Framework to develop RAG applications combining the powers of LLM…
Packt
This course will equip you with the skills to develop RAG (retrieval-augmented generation) applications using LlamaIndex and Large Language Models (LLMs). You'll explore the integration of LlamaIndex with various data sources and how to fine-tune prompts for sophisticated AI-driven applications. Th…
Packt
This course delves into advanced design patterns for large language models (LLMs), emphasizing retrieval-augmented generation, contextual customization, and prompt engineering tailored for enterprise solutions. These techniques enhance LLM performance, making it more reliable for complex business s…
Packt
In this course, you will learn how to build Retrieval-Augmented Generation (RAG) applications using LlamaIndex and JavaScript. Starting with an introduction to the course structure and prerequisites, you’ll dive straight into hands-on learning to build production-ready apps. By the end of the cours…
Packt
This course teaches you how to enhance large language models (LLMs) by integrating retrieval-augmented generation (RAG) and structured knowledge through knowledge graphs. You'll learn how to design, optimize, and scale AI agents that combine external data sources with advanced reasoning capabilitie…
Packt
This course introduces the powerful concept of Retrieval-Augmented Generation (RAG), a technique used to optimize the performance, accuracy, and cost of generative AI systems. Focused on building AI pipelines with LlamaIndex, Deep Lake, and Pinecone, this course will equip you with the skills to cr…
Packt
Updated in May 2025. This course now features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. This course offers an in-depth exploration of Re…
Packt
Master Retrieval-Augmented Generation (RAG), the most popular generative AI tool, to unlock the full potential of your data. This course enables you to develop highly sought-after skills as corporate investment in generative AI soars. This resource equips learners with the knowledge and skills to h…
Packt
Use Retrieval-Augmented Generation (RAG) to build a chatbot for movie queries. Integrate GPT with DuckDB vector database via LangChain, leveraging embeddings from IMDb descriptions to enhance GPT's accuracy and deliver factual responses without retraining. Build an advanced movie database search bo…
Packt
In this course, you'll master the design and implementation of retrieval-augmented generation (RAG) systems and intelligent agents using LangChain. You’ll explore key techniques such as advanced vector indexing, document chunking, and the creation of custom tools to build scalable AI solutions. Thr…
Packt
Master RAG Systems and Build Smarter AI Solutions
