University of Colorado Boulder - Advanced Clinical Data Science
- Offered byCoursera
Advanced Clinical Data Science at Coursera Overview
Duration | 4 hours |
Start from | Start Now |
Total fee | Free |
Mode of learning | Online |
Difficulty level | Intermediate |
Official Website | Explore Free Course |
Credential | Certificate |
Advanced Clinical Data Science at Coursera Highlights
- This Course Plus the Full Specialization.
- Shareable Certificates.
- Graded Programming Assignments.
Advanced Clinical Data Science at Coursera Course details
- This course prepares you to deal with advanced clinical data science topics and techniques including temporal and research quality analysis.
Advanced Clinical Data Science at Coursera Curriculum
Introduction: Advanced Clinical Data Science
Welcome to Advanced Clinical Data Science
Introduction to Analytic Integrity
Replicability of EHR-Based Analyses
Interpreting Analytic Questions
Implementing Analytic Questions
Data Quality in Real World Electronic Health Records
Data Quality in ETL
Impact of Workflow on Data Quality
Keep Calm and Data Science On
Introduction to Specialization Instructors
Course Policies
Week 1 Assessment
Tools and Techniques: Temporality
Introduction to Temporality
Temporality: Medicine and Healthcare
Temporality: Electronic Health Records
Changes Over Time: Medicine and Healthcare
Changes Over Time: Electronic Health Records
Temporality and Analytics
Understanding Dates and Times: R & SQL
Understanding Dates and Times: MIMIC-III and Common Data Models
Week 2 Assessment
Tools and Techniques: Missing Data
Introduction to Missing Data
Types of Missing Data
Types of Missing Data: Electronic Health Records
Types of Missing Data: Clinical Care
Data Missingness Techniques: Electronic Health Records
Data Missingness Techniques: Record Linkage and Data Quality
Data Missingness Techniques: Clinical Care
Missing Data Wrap Up
Week 3 Assessment
Practical Application: Careers in Clinical Data Science
Introduction to Careers in Clinical Data Science
Understanding Job Opportunities in Clinical Data Science
Clinical Data Science by Any Other Name
Clinical Data Science Competencies
Evaluating Clinical Data Science Opportunities
Wrapping up the Specialization