An introduction to healthcare inform...
McCaffrey, Peter,

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  • An introduction to healthcare informatics = building data-driven tools /
  • Record Type: Electronic resources : Monograph/item
    Title/Author: An introduction to healthcare informatics/ Peter Mccaffrey, John Monahan.
    Reminder of title: building data-driven tools /
    Author: McCaffrey, Peter,
    Published: Amsterdam :Academic Press, : 2020.,
    Description: 1 online resource.
    Notes: Includes index.
    [NT 15003449]: Section 1: Storing and Accessing Data 1. The Healthcare IT Landscape 2. Relational Databases 3. SQL 4. Example Project 1: Querying Data with SQL 5. Non-Relational Databases 6. M/MUMPS Section 2: Understanding Healthcare Data 7. How to Approach Healthcare Data Questions 8. Clinical and Administrative Workflows: Encounters, Laboratory Testing, Clinical Notes, and Billing 9. HL-7 and FHIR, and Clinical Document Architecture 10. Ontologies, Terminology Mappings and Code Sets Section 3: Analyzing Data 11. A Selective Introduction to Python and Key Concepts 12. Packages, Interactive Computing, and Analytical Documents 13. Assessing Data Quality, Attributes, and Structure 14. Introduction to Machine Learning: Regression, Classification, and Important Concepts 15. Introduction to Machine Learning: Support Vector Machines, Tree-Based Models, Clustering, and Explainability 16. Computational Phenotyping, and Clinical Natural Language Processing 17. Example Project 2: Assessing and Modeling Data 18. Introduction to Deep Learning and Artificial Intelligence Section 4: Designing Data Applications 19. Analysis Best Practices 20. Overview of Big Data Tools: Hadoop, Spark and Kafka 21. Cloud Technologies.
    Subject: Medical informatics. -
    Online resource: https://www.sciencedirect.com/science/book/9780128149157
    ISBN: 9780128149164 (electronic bk.)
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