Retrieval Augmented Generation (RAG) Courses and Certifications

Introduction to RAG

Discover the fundamentals of Retrieval-Augmented Generation (RAG), how it reduces hallucinations in AI, and explore basic workflows compared to standard prompting techniques.

• CodeSignal
• On-Demand
• Free Certificate

Scaling up RAG with Vector Databases

Discover how to scale RAG systems with vector databases, from preprocessing documents to managing embeddings in ChromaDB, with strategies for efficient retrieval and prompt construction.

• CodeSignal
• On-Demand
• Free Certificate

RAG Strategy & Execution: Build Enterprise Knowledge Systems

73 ratings at Udemy

Master the strategy, design, and governance of Retrieval-Augmented Generation to transform enterprise knowledge access

• Udemy
• 2 hours 12 minutes
• On-Demand
• Paid Course

Learn RAG with LLMWare (2024)

49 ratings at Udemy

Step by Step Beginner Level Tutorial on Retrieval Augmented Generation (RAG)

• Udemy
• 1 hour 27 minutes
• On-Demand
• Free Online Course

Build RAG Applications: Get Started

11 ratings at Coursera

Dive into Retrieval-Augmented Generation (RAG) fundamentals and build practical applications using Python, Gradio, LangChain, and LlamaIndex to create context-aware AI solutions that enhance information retrieval.

• Coursera
• 6 hours 42 minutes
• On-Demand
• Free Online Course (Audit)

What is AI Search? The Evolution from Keywords to Vector Search and RAG

Explore how AI search evolved from basic keyword matching to advanced vector search and RAG techniques, transforming information discovery with human-like intelligence.

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

Open Data Science

Rethinking RAG - Why AI Search Needs a New Architecture

Discover why traditional RAG architectures fall short and explore federated search powered by LLMs for scalable, secure enterprise AI solutions with expert insights.

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

Discover AI

AI Reasoning with Multi-Agent RAG System - MCP

Explore advanced AI reasoning through multi-agent RAG systems and discover how System 1 and System 2 thinking revolutionizes retrieval-augmented generation for complex challenges.

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

Data Science Dojo

Supercharge Your LLM Applications with RAG

Explore Retrieval-Augmented Generation (RAG) for LLM applications, covering design patterns, knowledge embedding, vector databases, and practical insights for technical architects and business leaders.

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

Devoxx

Challenges in Adapting LLMs for Niche Domains - Devoxx Greece 2024

Explore challenges in adapting LLMs for specific domains, including RAG for corporate data, EU digital assistants, and Greek language fine-tuning of Llama 2.

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

RAG From Scratch - Implementing Retrieval-Augmented Generation with LangChain

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

Tech with Tim

Build a RAG-Based LLM App in 20 Minutes - Langflow Tutorial

Learn to build an AI app using RAG and Langflow without coding. Create a chatbot, integrate OpenAI, use vector databases, and implement retrieval-augmented generation in minutes.

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

echohive

RAG Agents: Designing AI Assistants with OpenAI API and 10,000 Document Support

Explore OpenAI Assistants API for RAG systems: create AI agents, upload files, and support 10,000 documents. Learn Python implementation and code review for advanced AI assistance.

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

Venelin Valkov

RAG from Scratch with Llama 3.1 - Building a Custom Data Chatbot

Hands-on tutorial for building a RAG system from scratch using Llama 3.1, Groq API, Sqlite-vec, and FastEmbed. Learn to create a chatbot with custom data without external libraries.

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

1littlecoder

Make Your RAGs Work at Scale - Insights on Retrieval Augmented Generation

Insightful podcast on scaling RAG systems, covering AI evolution, search optimization, and practical implementation strategies for production-ready solutions.

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