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Building Knowledge Graphs for Healthcare Systems

7 chapters · 33 lessons

1. 1. Medical Entity Modeling and Healthcare Ontologies

   5 lessons

   Learn to identify and structure core medical entities using standard coding systems and ontologies.

2. 2. Relationship Design for Clinical Knowledge

   5 lessons

   Model the connections between medical concepts that enable reasoning and decision support.

3. 3. Graph Schema Design for Healthcare Systems

   4 lessons

   Create schemas that balance expressiveness, query performance, and clinical workflow needs.

4. 4. Building Graphs from EHR and Clinical Data Sources

   5 lessons

   Extract and transform data from electronic health records and medical literature into graph structures.

5. 5. Graph Query Patterns for Clinical Reasoning

   5 lessons

   Write queries that retrieve relevant medical knowledge and support decision logic.

6. 6. Grounding AI Systems with Knowledge Graphs

   4 lessons

   Integrate graph retrieval into AI pipelines to improve reliability and traceability.

7. 7. Production Deployment and Clinical Integration

   5 lessons

   Deploy knowledge graphs in healthcare environments with performance, security, and compliance requirements.