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Course Outline

Fundamentals of Agentic AI

  • Understanding autonomous agents: definitions and taxonomy.
  • The agent loop: the perceive, decide, act, and observe cycle.
  • Design patterns defining agent responsibilities and scope.

Python Tooling and Agent SDKs

  • Utilizing LangChain and similar SDKs to bootstrap agents.
  • Async programming, task queues, and subprocess management.
  • Packaging, virtual environments, and reproducible development workflows.

Integrating External Tools and APIs

  • Designing tool interfaces and safe tool invocation patterns.
  • Connecting to web APIs, databases, and internal services.
  • Managing credentials, secrets, and least-privilege access.

Memory, State, and Context Management

  • Short-term context windows and prompt engineering techniques.
  • Long-term memory architectures: Redis, vector stores, and retrieval augmentation.
  • Ensuring consistency, caching strategies, and memory hygiene.

Orchestration, Planning, and Multi-Step Workflows

  • Chaining actions, subagents, and task decomposition.
  • Planning algorithms versus heuristic orchestration.
  • Handling failures, retries, and compensating actions.

Safety, Testing, and Observability

  • Threat models, red-teaming, and input/output sanitization.
  • Unit, integration, and end-to-end testing for agents.
  • Logging, metrics, tracing, and alerting for agent behavior.

Deployment, Scaling, and MLOps for Agents

  • Containerization, CI/CD pipelines, and rollout strategies.
  • Cost control, rate limiting, and resource optimization.
  • Monitoring, governance, and operational playbooks.

Summary and Next Steps

Requirements

  • A solid understanding of Python programming.
  • Experience with REST APIs and asynchronous I/O.
  • Familiarity with machine learning concepts and pretrained LLMs.

Audience

  • ML engineers
  • AI developers
  • Software engineers
 21 Hours

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.
Investment

Price per private group, online live training, starting from 3900 € + VAT*

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