Retrieval Augmented Generation Courses and Certifications

UofU Data Science

Retrieval Augmented Generation (RAG) - Advances in Generative AI

Dive into retrieval augmented generation (RAG) to enhance AI systems with external knowledge retrieval, improving accuracy and context awareness in generative AI applications.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Tech Field Day

Building AI-Powered Chatbots with Retrieval Augmented Generation

Discover practical techniques for building AI chatbots using retrieval augmented generation, with emphasis on data quality management and real-world implementation through live code demonstrations.

• YouTube
• 13 minutes
• Self-Paced
• Free Video

Data Science Conference

Retrieval Augmented Generation - Bridging the Gap Between Information Retrieval and NLG

Explore the fundamentals and applications of Retrieval Augmented Generation (RAG), focusing on how it enhances LLMs through external knowledge integration for improved document processing.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Simons Institute

Private Retrieval-Augmented Generation: Secure Search Systems for LLMs

Explore secure Retrieval-Augmented Generation through Compass, a cryptographic system enabling private semantic search with high accuracy while protecting sensitive data and queries.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

SNIAVideo

Cloud Storage Considerations for Retrieval Augmented Generation (RAG) in AI Applications

Explore cloud object storage strategies for RAG systems using unstructured, multi-modal data to enhance LLMs with context-aware outputs in AI applications.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Conf42

RAG Beyond Chatbots - Retrieval-Augmented Generation for Enhanced AI Systems

Explore how Retrieval-Augmented Generation transforms customer support beyond traditional chatbots, covering query handling, data security, and multimodal applications.

• YouTube
• 15 minutes
• Self-Paced
• Free Video

BSidesLV

RAG Against the Machine - Using Retrieval-Augmented Generation and MCP to Fortify Cybersecurity Defense

Discover how CADDIE, a RAG engine using Model Context Protocol, injects real-time threat intel and policy data into LLMs for automated cybersecurity defense, gap analysis, and compliance.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Beyond Basic RAG: Improving our Pipeline

Discover advanced RAG techniques including hybrid retrieval, query refinement, context summarization, and constrained generation to improve accuracy and reduce hallucinations.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Introduction to RAG with Java

Discover Retrieval-Augmented Generation fundamentals in Java, exploring how combining retrieval with generation reduces AI hallucinations through practical workflows and implementations.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Beyond Basic RAG: Improving our Pipeline in Java

Master advanced RAG techniques in Java: hybrid retrieval with BM25+embeddings, iterative query refinement, constrained generation, and context summarization for enhanced accuracy.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Introduction to RAG with JavaScript

Discover how Retrieval-Augmented Generation reduces AI hallucinations by combining document retrieval with text generation, featuring hands-on JavaScript implementation.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Credential

Building a Smart Email Assistant with Mastra

Master building intelligent email assistants with Mastra through agent creation, RAG integration, and multi-step workflow design.

• CodeSignal
• 7 hours
• Self-Paced
• Free Certificate
• 3 courses

Retrieval Augmented Generation (RAG) with LangChain

Learn cutting-edge methods for integrating external data with LLMs using Retrieval Augmented Generation (RAG) with LangChain.

• DataCamp
• 3 hours
• Self-Paced
• Free Trial Available

Credential

RAG for Generative AI Applications

662 ratings at Coursera

Master RAG techniques for GenAI applications using vector databases, LangChain, and LlamaIndex to build intelligent systems that combine LLMs with real-world data retrieval.

• Coursera
• 4 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 4 courses

Basic to Advanced: Retreival-Augmented Generation (RAG)

3968 ratings at Udemy

Multi-modal RAG Stack: A Hands-on Journey Through Vector Stores, LLM Integration, and Advanced Retrieval Methods

• Udemy
• 2 hours 39 minutes
• Self-Paced
• Paid Course