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Duration 21 hours (3 days)
Course Outline
Fundamentals of LLM Agent Systems
- Core concepts of LLM agents and multi-agent architectures
- Introduction to the AutoGen framework and its ecosystem
- Agent roles: user proxy, assistant, function caller, and others
Installation and Configuration of AutoGen
- Establishing the Python environment and required dependencies
- Basics of AutoGen configuration files
- Integration with LLM providers (OpenAI, Azure, or local models)
Agent Design and Role Definition
- Exploring agent types and conversational patterns
- Setting agent objectives, prompts, and operational instructions
- Implementing role-based task delegation and control flows
Function Calling and Tool Connectivity
- Registering functions for agent utilization
- Executing autonomous and collaborative functions
- Linking external APIs and Python scripts to agent actions
Conversation Control and Memory Management
- Tracking sessions and maintaining persistent memory
- Handling agent-to-agent communication and token usage
- Managing conversation context and history records
End-to-End Agent Workflow Development
- Creating multi-step collaborative tasks (e.g., document analysis, code review)
- Simulating user-agent dialogues and decision-making chains
- Debugging and optimizing agent performance
Practical Applications and Deployment
- Internal automation agents: research, reporting, and scripting
- External-facing bots: chat assistants and voice integrations
- Packaging and deploying agent systems for production use
Conclusion and Future Directions
Requirements
- Solid grasp of Python programming fundamentals
- Knowledge of large language models and prompt engineering techniques
- Practical experience with API integration and automation workflows
Target Audience
- AI engineers
- ML developers
- Automation architects
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 4800 € + VAT*
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Testimonials (1)
I liked that he constantly provided examples but also offered time for individual work on what he presented.
