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Course Outline

Foundations of Agentic AI for Healthcare

  • Distinguishing agentic systems from tool-only LLM applications
  • Defining autonomy limits, policies, and human oversight mechanisms
  • Navigating the healthcare data ecosystem and its constraints (EHR, FHIR, PHI)

Designing Agent Workflows

  • Incorporating planning, memory, tool interaction, and reflection cycles
  • Utilizing prompt engineering, functions/tools, and action selection techniques
  • Managing state and applying orchestration patterns

Retrieval-Augmented Agents

  • Ingesting and chunking medical documents
  • Working with embeddings, vector databases, and relevance assessment
  • Ensuring grounded responses and effective citation strategies

Healthcare Integrations and Interoperability

  • Understanding FHIR/SMART basics for agent connectivity
  • Processing structured and unstructured clinical data
  • Implementing event handling, APIs, and maintaining audit trails

Safety, Risk, and Governance

  • Establishing guardrails, conducting red-teaming, and designing fail-safe mechanisms
  • Managing PHI, ensuring de-identification, and controlling access
  • Facilitating human-in-the-loop reviews and defining escalation pathways

Evaluation and Monitoring

  • Conducting offline evaluations, utilizing golden sets, and defining KPIs
  • Detecting hallucinations and verifying factuality
  • Enhancing observability, logging, and managing costs/latency

Deployment Patterns and Hands-on Lab

  • Comparing API-based vs. on-premises model options
  • Constructing a retrieval-augmented agent using LangChain, FastAPI, and ChromaDB
  • Simulating incident response and executing rollback procedures

Summary and Next Steps

Requirements

  • Foundational knowledge of Python programming
  • Prior experience in data analysis or machine learning workflows
  • Awareness of healthcare data standards (e.g., EHR, FHIR)

Target Audience

  • Data scientists and machine learning engineers in the healthcare sector
  • Teams focused on clinical informatics and digital health product development
  • IT executives and innovation directors within healthcare organizations
 14 Hours

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