Course Outline
1. Introduction to LLM Applications and AutoGen v0.4
- Overview of Large Language Models (LLMs): Assessing their operational capabilities and potential applications within federal systems.
- Introduction to AutoGen v0.4: Examining its functional architecture and how it facilitates the development of agentic AI systems for government use.
2. Core Concepts and Components of AutoGen
- Understanding the Layered Framework:
- Core Layer: An event-driven architecture designed to support dynamic workflows.
- AgentChat API: Utilizing high-level APIs to construct task-oriented agents.
- Extensions: Integrating custom agents, tools, and memory modules to enhance system functionality.
- Asynchronous Messaging: Implementing event-driven and request-response interaction protocols.
3. Building Your First Multi-Agent Application
- Defining Agents: Configuring Assistant and User Proxy agents.
- Establishing Agent Communication: Setting up asynchronous messaging channels between agents.
- Implementing a Sample Application: Developing a foundational multi-agent system to address specific operational tasks.
- Observability and Debugging Tools: Leveraging built-in metric tracking and message tracing for real-time monitoring and accountability.
4. Case Studies and Best Practices
- Real-World Applications: Reviewing successful implementations of AutoGen across various sectors, including public service.
- Best Practices: Guidelines for designing efficient, scalable, and secure LLM applications using AutoGen.
- Challenges and Solutions: Addressing common development hurdles and implementing effective resolutions.
- Q&A
This workshop is intended for:
- software developers
- data scientists
- data engineers
- individuals with a programming background or interest seeking to acquire skills in AI development for government applications.
Requirements
Required Knowledge - Proficiency in Python programming
Testimonials (5)
I liked that he constantly provided examples but also offered time for individual work on what he presented.
Iacob Giorgel
Course - Agentic AI Unleashed: Crafting LLM Applications with AutoGen
I really liked the theoretical background explanations and how they were carried out. It helped me to understand how the process works.
Norbert
Course - Agentic AI Unleashed: Crafting LLM Applications with AutoGen
The first more practical part was really exciting. Thanks for course. The presenter, Abhi, was really well prepared, he is a good presenter and has lot of knowledge in the topic of the presentation.
Tomas
Course - Agentic AI Unleashed: Crafting LLM Applications with AutoGen
The vast knowledge of the trainer about the subject and the condensed information.
Stefan
Course - Agentic AI Unleashed: Crafting LLM Applications with AutoGen
Trainer responding to questions on the fly.