Retrieval Augmented Generation (RAG) Courses and Certifications

Scrimba

Intro to Mistral AI

Learn to build intelligent apps using Mistral AI models, from simple chat completions to advanced RAG and function calling, applicable for both JavaScript and Python developers.

• Coursera
• 4 hours 22 minutes
• On-Demand
• Free Online Course (Audit)

Emerging Gen AI Use Cases for Developers

20 ratings at Pluralsight

When used intelligently and responsibly, generative AI can improve nearly every part of your operations. This course will teach you how to turbo charge your code, research methodologies, and content creation.

• Pluralsight
• 26 minutes
• On-Demand
• Free Trial Available

Evaluating RAG Solutions

16 ratings at Pluralsight

Discover Retrieval Augmented Generation (RAG) for Developers. This course will teach you how to evaluate and implement RAG solutions to enhance the accuracy, efficiency, and relevance of information retrieval in AI applications.

• Pluralsight
• 20 minutes
• On-Demand
• Free Trial Available

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

Data Science Dojo

Boosting LLMs Performance with Retrieval-Augmented Generation

Enhance LLM performance with RAG: Incorporate external data into prompts, personalize for specialized domains, and keep information current through updatable knowledge libraries.

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

Data Science Dojo

Retrieval Augmented Generation - Boosting LLM Performance with External Knowledge

Enhance LLM performance by integrating external knowledge sources, enabling more accurate and domain-specific responses while keeping information current through independently updatable knowledge libraries.

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

Machine Learning With Hamza

RAG with Llama 3.1 for Google Trends Data Scraping and Summarization - Streamlit Web App

Discover how to build a RAG pipeline using LLaMA 3.1 to automate article discovery and summarization based on Google Trends, showcased in a Streamlit web app for efficient content curation.

• YouTube
• 16 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

Jeff Heaton

Question Answering over Documents with RAG - Lecture 6.4

Explore Retrieval-Augmented Generation (RAG) to enhance LLMs with external data, improving accuracy and relevance in corporate settings. Learn to set up and query a RAG system using sample employee data.

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

Krish Naik

End-to-End Multi AI Agents RAG with LangGraph, AstraDB, and Llama 3.1

Explore multi-agent AI systems using LangGraph, AstraDB, and Llama 3.1. Learn to build advanced RAG applications with vector databases and open-source models.

• YouTube
• 46 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

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

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

Snorkel AI

How to Optimize RAG Pipelines for Domain- and Enterprise-Specific Tasks

Master RAG pipeline optimization for accurate, reliable LLM applications. Learn semantic document chunking, embedding techniques, and fine-tuning strategies. Leverage Snorkel Flow to accelerate development and overcome retrieval errors.

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