Overview
Learn the fundamentals of big data, how to manage it and how to leverage it for making better clinical decisions.
Syllabus
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- Introduction to Big Data in Healthcare
-- Definition and Characteristics of Big Data
-- Importance of Big Data in Healthcare Decisions
-- Overview of Data Sources in Healthcare
- Data Collection and Storage
-- Methods of Data Collection
-- Data Warehouses and Data Lakes
-- Privacy and Security Concerns
- Data Processing and Management
-- Data Cleaning and Preprocessing
-- Tools for Data Management in Healthcare
-- Data Quality and Governance
- Big Data Analytics in Healthcare
-- Descriptive Analytics
-- Predictive Analytics
-- Prescriptive Analytics
- Machine Learning and AI in Healthcare
-- Basic Concepts and Applications
-- Case Studies of AI in Healthcare
-- Challenges and Ethical Considerations
- Decision-Making with Big Data
-- Evidence-Based Decision-Making
-- Impact on Patient Outcomes
-- Cost-effectiveness and Resource Allocation
- Case Studies and Applications
-- Personalized Medicine
-- Population Health Management
-- Hospital Operations and Efficiency
- Future Trends and Challenges
-- Emerging Technologies in Big Data
-- Future of Decision-Making in Healthcare
-- Policy and Ethical Implications
- Conclusion and Course Review
-- Key Takeaways
-- The Role of Big Data in Future Healthcare Systems
Taught by
Tags
On-Demand
