Retrieval Augmented Generation (RAG) Courses and Certifications

Packt

Master Retrieval-Augmented Generation (RAG) Systems

Master advanced RAG techniques including query expansion, re-ranking, and dense passage retrieval. Gain hands-on experience implementing these methods to enhance document retrieval and answer generation in real-world scenarios.

• Coursera
• 4 hours 48 minutes
• On-Demand
• Paid Course

RAG From Scratch - Implementing Retrieval-Augmented Generation with LangChain

1 review

Comprehensive tutorial on implementing RAG from scratch, covering indexing, retrieval, generation, query translation techniques, routing, and advanced concepts like CRAG and Adaptive RAG.

• freeCodeCamp
• 2 hours 33 minutes
• On-Demand
• Free Video

Donato Capitella

Introduction to Retrieval Augmented Generation (RAG) with LLMs - Part 1

Dive into Retrieval Augmented Generation (RAG) fundamentals and build a practical system using Langchain, GPT-3.5, and ChromaDB to enhance LLM capabilities with external knowledge retrieval.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Data Centric

Why Retrieval Augmented Generation (RAG) is Overrated

Explore the limitations of Retrieval Augmented Generation (RAG), including hallucinations, complexity, and cost. Learn practical approaches to make RAG more effective in AI applications.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Dan Vega

Getting Started with Retrieval Augmented Generation (RAG) in Java and Spring AI

Learn to implement Retrieval Augmented Generation (RAG) using Java and Spring AI. Explore RAG's applications, setup process, and practical implementation with a simple example.

• YouTube
• 31 minutes
• On-Demand
• Free Video

AI Bites

Chunking Strategies for Retrieval Augmented Generation (RAG) with LangChain and LlamaIndex

Master text chunking techniques for RAG systems using LangChain and LlamaIndex, covering fixed-size, recursive, document, and semantic approaches to optimize LLM performance.

• YouTube
• 17 minutes
• On-Demand
• Free Video

EuroPython Conference

Is RAG All You Need? A Look at the Limits of Retrieval Augmented Generation

Explore RAG's strengths and limitations in LLMs, examining its effectiveness for different applications and discussing alternative approaches for improved output quality.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Data Centric

Retrieval Augmented Generation (RAG) for LLM-Powered Apps

Explore retrieval augmented generation (RAG) for enhancing LLM-powered applications, gaining insights into its importance and practical implementation.

• YouTube
• 19 minutes
• On-Demand
• Free Video

Jeff Heaton

Introduction to Retrieval-Augmented Generation (RAG) - Lecture 6.1

Explore Retrieval-Augmented Generation (RAG) for precise document-based Q&A using LLMs and LangChain. Learn about retrieval, augmentation, and generation phases to enhance model accuracy.

• YouTube
• 10 minutes
• On-Demand
• Free Video

MLOps.community

RAG Has Been Oversimplified - Exploring Complexities in Retrieval Augmented Generation

Explore the complexities of Retrieval Augmented Generation (RAG) beyond its oversimplified portrayal. Gain insights into practical challenges and nuanced considerations for developers working with RAG systems.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Devoxx

Easy RAG with LangChain4J and Docker - Implementing Retrieval-Augmented Generation

Explore RAG pattern using LangChain4J's "Easy RAG" project. Configure vector database and LLM in Docker, code Java application, and run locally with Phi-3 model.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Databricks

Introduction to Retrieval Augmented Generation (RAG) and Implementation with Databricks

Discover RAG's potential to enhance AI applications with external knowledge sources. Learn implementation steps using Databricks for more intelligent, context-aware AI solutions.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Conf42

Measuring Hallucinations in RAG - Retrieval Augmented Generation

Explore techniques to measure and mitigate hallucinations in Retrieval-Augmented Generation (RAG) systems, with practical examples and insights on improving LLM-based applications.

• YouTube
• 20 minutes
• On-Demand
• Free Video

MICDE University of Michigan

Retrieval Augmented Generation (RAG) - Tutorial 4

Explore Retrieval Augmented Generation (RAG) techniques to enhance AI models' knowledge and responses using external data sources, improving accuracy and relevance in various applications.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

DevConf

Don't Tell Me RAG Is Easy - Building Retrieval-Augmented Generation Systems

Uncover the real challenges of building RAG systems beyond just throwing documentation into databases, exploring technical limitations and human complexities in LLM implementations.

• YouTube
• 36 minutes
• On-Demand
• Free Video