Course Outline

LangGraph Fundamentals for Healthcare

  • Review of LangGraph architecture and foundational principles
  • Key healthcare applications: patient triage, medical documentation, compliance automation
  • Challenges and opportunities within regulated environments

Healthcare Data Standards and Ontologies

  • Overview of HL7, FHIR, SNOMED CT, and ICD standards
  • Incorporating ontologies into LangGraph workflows for government
  • Addressing data interoperability and integration challenges

Workflow Orchestration in Healthcare

  • Designing patient-centric versus provider-centric workflows
  • Implementing decision branching and adaptive planning in clinical settings
  • Managing persistent state for longitudinal patient records

Compliance, Security, and Privacy

  • Regulatory frameworks including HIPAA, GDPR, and regional healthcare regulations
  • Techniques for de-identification, anonymization, and secure logging
  • Audit trails and traceability in graph execution processes

Reliability and Explainability

  • Error handling strategies, retries, and fault-tolerant design
  • Human-in-the-loop decision support mechanisms
  • Ensuring explainability and transparency in medical workflows

Integration and Deployment

  • Integrating LangGraph with EHR/EMR systems for seamless data flow
  • Containerization and deployment strategies in healthcare IT environments
  • Monitoring, logging, and SLA management practices

Case Studies and Advanced Scenarios

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

Summary and Next Steps

Requirements

  • Intermediate knowledge of Python and large language model (LLM) application development for government
  • Understanding of healthcare data standards, such as HL7 and FHIR, is beneficial
  • Familiarity with the basics of LangChain or LangGraph

Audience

  • Domain technologists for government
  • Solution architects for government
  • Consultants building LLM agents in regulated industries for government
 35 Hours

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