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Duration 14 hours
Course Outline
Core Principles of Agentic AI in Healthcare
- Distinguishing agentic systems from simple LLM tool applications
- Defining autonomy limits, policies, and human supervision
- Navigating the healthcare data ecosystem and its constraints (EHR, FHIR, PHI)
Architecting Agent Workflows
- Integrating planning, memory, tool usage, and reflective loops
- Optimising prompts, functions/tools, and action selection strategies
- Managing state and orchestration patterns
Retrieval-Augmented Agent Development
- Ingesting and chunking medical literature
- Utilising embeddings, vector stores, and assessing relevance
- Anchoring responses and implementing citation techniques
Healthcare Integration and Interoperability
- Foundational FHIR/SMART concepts for agent connectivity
- Processing structured and unstructured clinical datasets
- Managing eventing, APIs, and audit logging
Safety, Risk Mitigation, and Governance
- Implementing guardrails, red-teaming, and fail-safe architectures
- Handling PHI, de-identification, and access permissions
- Establishing human-in-the-loop reviews and escalation protocols
Assessment and Continuous Monitoring
- Conducting offline evaluations, defining golden sets, and setting KPIs
- Detecting hallucinations and verifying factual accuracy
- Ensuring observability, logging, and managing costs/latency
Deployment Strategies and Practical Lab
- Comparing API-based versus on-premises model deployment
- Developing a retrieval-augmented agent using LangChain, FastAPI, and ChromaDB
- Simulating incident response and rollback procedures
Recap and Future Directions
Requirements
- A foundational understanding of Python programming.
- Practical experience with data analysis or machine learning workflows.
- Familiarity with healthcare data concepts, such as EHR and FHIR.
Target Audience
- Data scientists and machine learning engineers within the healthcare sector.
- Teams involved in clinical informatics and digital health product development.
- IT leaders and innovation managers operating in healthcare environments.
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 2600 € + VAT*
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