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Course Outline

LangGraph Fundamentals for Healthcare

  • Review of LangGraph architecture and core principles.
  • Key healthcare use cases: patient triage, medical documentation, and compliance automation.
  • Constraints and opportunities within regulated environments.

Healthcare Data Standards and Ontologies

  • Introduction to HL7, FHIR, SNOMED CT, and ICD.
  • Mapping ontologies into LangGraph workflows.
  • Challenges related to data interoperability and integration.

Workflow Orchestration in Healthcare

  • Designing workflows centered on patients versus those centered on providers.
  • Decision branching and adaptive planning in clinical contexts.
  • Managing persistent state for longitudinal patient records.

Compliance, Security, and Privacy

  • Overview of HIPAA, GDPR, and regional healthcare regulations.
  • De-identification, anonymization, and secure logging techniques.
  • Maintaining audit trails and traceability in graph execution.

Reliability and Explainability

  • Error handling, retries, and fault-tolerant design strategies.
  • Incorporating human-in-the-loop decision support.
  • Ensuring explainability and transparency for medical workflows.

Integration and Deployment

  • Connecting LangGraph with EHR/EMR systems.
  • Containerization and deployment within healthcare IT environments.
  • Monitoring, logging, and Service Level Agreement (SLA) management.

Case Studies and Advanced Scenarios

  • Automated medical coding and billing workflows.
  • AI-assisted diagnosis support and clinical triage.
  • Compliance reporting and documentation automation.

Summary and Next Steps

Requirements

  • Intermediate proficiency in Python and LLM application development.
  • Familiarity with healthcare data standards (e.g., HL7, FHIR) is advantageous.
  • Basic understanding of LangChain or LangGraph.

Audience

  • Domain technologists
  • Solution architects
  • Consultants developing LLM agents for regulated industries
 35 Hours

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