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Duration 21 hours
Course Outline
Core Concepts of Agentic AI
- Defining autonomous agents: core concepts and classification
- The agent loop: the perceive, decide, act, and observe cycle
- Establishing design patterns for agent responsibilities and scope
Python Tools and Agent SDKs
- Leveraging LangChain and similar SDKs to initiate agent development
- Async programming, task queues, and managing subprocesses
- Package management, virtual environments, and reproducible development pipelines
External Tool and API Integration
- Creating tool interfaces and ensuring safe invocation patterns
- Establishing connections to web APIs, databases, and internal services
- Handling credentials, secrets, and enforcing least-privilege access
Memory, State, and Context Handling
- Optimizing short-term context windows and prompt engineering techniques
- Building long-term memory architectures using Redis, vector stores, and retrieval augmentation
- Ensuring consistency, implementing caching strategies, and maintaining memory hygiene
Orchestration, Planning, and Multi-Step Processes
- Chaining actions, utilizing subagents, and decomposing tasks
- Comparing planning algorithms with heuristic orchestration
- Managing failures, implementing retries, and executing compensating actions
Safety, Testing, and Observability
- Developing threat models, conducting red-teaming, and sanitizing inputs/outputs
- Performing unit, integration, and end-to-end testing for agents
- Implementing logging, metrics, tracing, and alerting for agent performance
Deployment, Scaling, and Agent MLOps
- Containerization, CI/CD pipelines, and effective rollout strategies
- Managing costs, rate limiting, and optimizing resources
- Monitoring, governance, and establishing operational playbooks
Conclusions and Future Directions
Requirements
- Solid proficiency in Python programming
- Practical experience with REST APIs and asynchronous I/O
- Knowledge of machine learning principles and pretrained LLMs
Intended Audience
- ML Engineers
- AI Developers
- Software Engineers
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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