Part I: An Introduction to Data Science 1. Brief History 2. Data Science in Medicine 3. Data Science for Clinical Practice 4. Data Science and Application Use 5. Human Factors and Data Science 6. Case Study Part II: Data Science and Artificial Intelligence 7. Introduction to AI 8.
Machine Learning and Model Development 9. Deep Learning and Model Development 10. Algorithm Development as Clinical Decision Making Tools 11. Evidence-Based Medicine Methods to Model Data Science 12. Clinical Trials for AI Tools 13. Developing AI as Effectiveness Tools 14. The Use of Big Data and Data Platforms 15. Case Study Part III: Ethical Implications and Social Policy 16.
Introduction to Data Science and Ethics 17. Ethical Issues and Legislation Development 18. Patient-Public Involvement and Engagement 19. Data Science and Social Policy 20. Case Study Part IV: Medical Statistics 21. Introduction to Medical Statistics 22. Epidemiology Model Development 23. Epidemiology Model Validation and their Constraints in Medicine 24.
Epidemiology Models for Data Augmentation 25. Synthetic Data Development and Modelling 26. Introduction to Clinical Trial Statistics 27. Gaussian Methodology and Application in Clinical Epidemiology 28. Bayesian Methodology and Application in Clinical Epidemiology 29. Case Study Part V: Application Development Using Data Science 30. Digital Medicine Tool Development 31. Mobile Applications as Clinician Decision Aids 32.
Real-World Data Tool for Real-Time Data Gathering 33. Precision Medicine Tool for Predicting Outcomes 34. Software Development Using Data Science Principles 35. Simulation Tools for Medical Education 36. Robotic Surgery Using Data Applications 37. Cognitive Performance Applications 38. Case Study Part VI: Governance and Regulatory Approvals 39. Quality Assurance, Quality Control, and Quality Management 40.
Quality Indicators and Continuous Improvement 41. Research Governance 42. Data Codes of Practice and Frameworks 43. Developing Data Governance and Regulatory Frameworks 44. Audits and Regulatory Inspection Preparation 45. Case Study.