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Coursera

Mastering Multi-Agent Development with AutoGen

Packt via Coursera

Overview

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This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. In this course, you'll dive deep into the world of multi-agent systems, mastering AutoGen, and understanding how these agents interact in real-time. Starting with a solid foundation on setting up your development environment, you'll gain expertise in creating, configuring, and deploying agents within AutoGen. By working through hands-on activities, you'll build agents from the ground up, create multi-agent conversations, and explore the integration of human feedback. You will also learn how to design, deploy, and optimize real-world agent applications such as customer service automation and research paper writing. Through this course, you will explore AutoGen's key building blocks, its various agent types, and conversation patterns that will allow you to build sophisticated, real-time agent-based systems. Practical use cases will guide you in applying these concepts to real-world challenges, making your learning experience immediately applicable. This course is ideal for anyone looking to understand multi-agent systems, the AutoGen framework, and how to use them to create meaningful interactions. With no prior experience required, it’s an accessible starting point for anyone interested in the field of artificial intelligence and multi-agent development.

Syllabus

  • Introduction
    • In this module, we will lay the groundwork for your journey into multi-agent system development with AutoGen. We will introduce the basic principles, tools, and context necessary to understand the significance and potential of these systems in real-world applications.
  • Development Environment Setup
    • In this module, we will guide you through setting up the essential tools and environment required for working with AutoGen. From configuring your OpenAI API key and setting up your Python installation to organizing your workspace, this module ensures you are ready for a smooth development experience.
  • OPTIONAL - Agents Crash Course
    • In this module, we will provide an in-depth crash course on agents, covering their definitions, characteristics, and practical applications. This optional section is designed to give you a strong theoretical foundation and insights into the pivotal role agents play in multi-agent systems.
  • AutoGen Deep Dive
    • In this module, we will delve deep into AutoGen, starting with its core concepts and progressing to hands-on implementation. You will learn how to create agents, execute code, and design multi-agent conversation frameworks. Through practical exercises and theoretical insights, this module equips you with the expertise needed to master AutoGen’s advanced capabilities.
  • Hands-on Human Input Mode
    • In this module, we will explore the human input modes within AutoGen, enabling you to configure agents for different levels of user intervention. Through practical exercises, you will learn to apply these modes effectively and understand the benefits of LLM caching for enhancing agent efficiency.
  • AutoGen and Tools
    • In this module, we will explore the power of tools in AutoGen to extend agent capabilities. Through hands-on exercises, you will learn to build and deploy tools for both simple operations and complex workflows, including real-world use cases like travel advice and planning.
  • AutoGen Conversation Patterns
    • In this module, we will dive into the rich conversation patterns available in AutoGen, ranging from two-agent interactions to nested and group chats. With hands-on exercises and practical examples, you will gain proficiency in configuring and orchestrating complex conversational scenarios to meet diverse use-case requirements.
  • Hands-on - Real World Use Cases
    • In this module, we will apply AutoGen to real-world scenarios, showcasing its versatility and practical impact. Through guided exercises, you will design and implement agents tailored for customer service, financial reporting, and academic research, building confidence in tackling complex tasks using AutoGen.
  • Wrap up and Next Steps
    • In this module, we will conclude the course by revisiting the major takeaways and outlining actionable next steps. You’ll gain insights into how to continue your journey, explore advanced topics, and confidently apply what you’ve learned in your professional or personal projects.

Taught by

Packt - Course Instructors

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