YoVDO

AutoGen RAG - Creating AI Agents with a Second Brain

Offered By: Mervin Praison via YouTube

Tags

Retrieval Augmented Generation (RAG) Courses Artificial Intelligence Courses Code Generation Courses AutoGen Courses Retrieval Augmented Generation Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore the power of Retrieval-Augmented Generation (RAG) in AI development through this comprehensive tutorial video. Learn how to equip AI agents with a "second brain" for enhanced data processing and context utilization. Discover the fundamentals of RAG, its implementation using PyAutogen, RetrieveChat, and Flaml AutoML, and practical examples showcasing code generation, question-answering, and complex query handling. Gain insights into environment setup, API key management, and RAG component configuration for optimal performance. Perfect for AI enthusiasts, developers, and anyone interested in advancing their understanding of AI's evolving capabilities.

Syllabus

- Introduction to RAG and its Importance
- What is RAG? An Overview
- Setting Up Your RAG Environment
- Implementing RAG: First Steps
- Examples: Code Generation and Q&A with RAG
- Advanced Techniques: Human Feedback and Multihop Questions
- Conclusion and What's Next


Taught by

Mervin Praison

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity
Probabilistic Graphical Models 1: Representation
Stanford University via Coursera
Artificial Intelligence for Robotics
Stanford University via Udacity
Computer Vision: The Fundamentals
University of California, Berkeley via Coursera
Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent