Course: Data, Algorithms, and Ethical Challenges: Exploring the AI Revolution in Medicine

Section outline

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Board

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- Select activity Announcements
  
  Announcements Forum
Select section Week 0 - Introduction to the course

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Week 0 - Introduction to the course
- Select activity How this MOOC Works - README
  
  How this MOOC Works - README Page
  
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- Select activity Talk to Alan
  
  Talk to Alan Forum
  
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- Select activity Initial Survey
  
  Initial Survey Feedback
  
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Select section Week 1 - Foundations of AI in Healthcare

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Week 1 - Foundations of AI in Healthcare
We’ll kick off by exploring the origins of data science in medicine and trace the fascinating history of AI’s rise in healthcare. You’ll learn to identify core medical data sources and gain insights into their untapped potential for transforming patient care.
- Select activity Intro and Learning Outcomes
  
  Intro and Learning Outcomes Page
  
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- Select activity The Birth of Data Science in Medicine (copy)
  
  The Birth of Data Science in Medicine
- Select activity The Birth of Data Science in Medicine
  
  The Birth of Data Science in Medicine Page
  
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- Select activity Quick Brain Check
  
  Quick Brain Check Quiz
  
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- Select activity Deep Dive Readings
  
  Deep Dive Readings Page
  
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- Select activity Introduction to AI in Medicine
  
  Introduction to AI in Medicine
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  Introduction to AI in Medicine Page
  
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- Select activity Quick Brain Check
  
  Quick Brain Check Quiz
  
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- Select activity Deep Dive Readings
  
  Deep Dive Readings Page
  
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- Select activity Source of Data in Healthcare Services
  
  Source of Data in Healthcare Services
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  Source of Data in Healthcare Services Page
  
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- Select activity Quick Brain Check
  
  Quick Brain Check Quiz
  
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- Select activity Deep Dive Readings
  
  Deep Dive Readings Page
  
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- Select activity Unmet Needs and Opportunities
  
  Unmet Needs and Opportunities
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  Unmet Needs and Opportunities Page
  
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- Select activity Quick Brain Check
  
  Quick Brain Check Quiz
  
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- Select activity Deep Dive Readings
  
  Deep Dive Readings Page
  
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- Select activity Foundations Checkpoint
  
  Foundations Checkpoint
- Select activity The Challenge
  
  The Challenge Page
- Select activity The Challenge - Part 1: Hints and Self-Evaluation
  
  The Challenge - Part 1: Hints and Self-Evaluation Quiz
  
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  Make attempts: 1
- Select activity Week 1: Milestone Check
  
  Week 1: Milestone Check Quiz
  
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  Receive a grade
  
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- Select activity Key Takeaways
  
  Key Takeaways Page
Select section Week 2 - AI Applications in Medicine

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Week 2 - AI Applications in Medicine
We’ll dive into the essentials of machine learning, deep learning, and natural language processing. This foundational knowledge will help you better appreciate how AI is currently revolutionizing medical imaging, electronic health records, and genomics to improve diagnosis and treatment outcomes.
- Select activity Intro and Intended Learning Outcomes
  
  Intro and Intended Learning Outcomes Page
  
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- Select activity Introduction to Machine Learning
  
  Introduction to Machine Learning
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  Introduction to Machine Learning Page
  
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- Select activity Quick Brain Check
  
  Quick Brain Check Quiz
  
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- Select activity Deep Dive Readings
  
  Deep Dive Readings Page
  
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- Select activity Exploring Deep Learning
  
  Exploring Deep Learning
- Select activity Exploring Deep Learning
  
  Exploring Deep Learning Page
  
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- Select activity Quick Brain Check
  
  Quick Brain Check Quiz
  
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- Select activity Deep Dive Readings
  
  Deep Dive Readings Page
  
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- Select activity Application I: AI in Medical Imaging
  
  Application I: AI in Medical Imaging
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  Application I: AI in Medical Imaging Page
  
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- Select activity Quick Brain Check
  
  Quick Brain Check Quiz
  
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- Select activity Deep Dive Readings
  
  Deep Dive Readings Page
  
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- Select activity Application II: AI for EHR and Decision Support
  
  Application II: AI for EHR and Decision Support
- Select activity Application II: AI for EHR and Decision Support
  
  Application II: AI for EHR and Decision Support Page
  
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- Select activity Quick Brain Check
  
  Quick Brain Check Quiz
  
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- Select activity Deep Dive Readings
  
  Deep Dive Readings Page
  
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- Select activity Application III: AI in Genomics and Hematology
  
  Application III: AI in Genomics and Hematology
- Select activity Application III: AI in Genomics and Hematology
  
  Application III: AI in Genomics and Hematology Page
  
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- Select activity Quick Brain Check
  
  Quick Brain Check Quiz
  
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- Select activity Deep Dive Readings
  
  Deep Dive Readings Page
  
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- Select activity AI Applications Checkpoint
  
  AI Applications Checkpoint
- Select activity The Challenge
  
  The Challenge Page
- Select activity The Challenge - Part 2: Hints and Self-Evaluation
  
  The Challenge - Part 2: Hints and Self-Evaluation Quiz
  
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  Make attempts: 1
- Select activity Week 2: Milestone Check
  
  Week 2: Milestone Check Quiz
  
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  Receive a grade
  
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- Select activity Key Takeaways
  
  Key Takeaways Page
Select section Week 3 - Responsible AI: Trust and Ethics in Healthcare

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Week 3 - Responsible AI: Trust and Ethics in Healthcare
Last but not least, this week we’ll dive into key concepts like reproducibility and external validation in AI research, and explore the crucial role of trust and explainability in clinical decisions. During this week, we also tackle the legal challenges of applying AI in healthcare. Finally, we explore the human element of AI-augmented healthcare and take a sneak peek into the future, focusing on AI’s role in precision and personalized medicine.
- Select activity Learning Outcomes Week 3
  
  Learning Outcomes Week 3 Page
  
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- Select activity Performance and External Validation
  
  Performance and External Validation
- Select activity Performance and External Validation
  
  Performance and External Validation Page
  
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- Select activity Quick Brain Check
  
  Quick Brain Check Quiz
  
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- Select activity Deep Dive Readings
  
  Deep Dive Readings Page
  
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- Select activity Algorithmic Trust and Decision Support in AI for Medicine
  
  Algorithmic Trust and Decision Support in AI for Medicine
- Select activity Algorithmic Trust and Decision Support in AI for Medicine
  
  Algorithmic Trust and Decision Support in AI for Medicine Page
  
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- Select activity Quick Brain Check
  
  Quick Brain Check Quiz
  
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- Select activity Deep Dive Readings
  
  Deep Dive Readings Page
  
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- Select activity Bias and Equity in AI for Medicine
  
  Bias and Equity in AI for Medicine
- Select activity Bias and Equity in AI for Medicine
  
  Bias and Equity in AI for Medicine Page
  
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- Select activity Quick Brain Check
  
  Quick Brain Check Quiz
  
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- Select activity Deep Dive Readings
  
  Deep Dive Readings Page
  
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- Select activity The Human Element in AI-Augmented Healthcare
  
  The Human Element in AI-Augmented Healthcare
- Select activity The Human Element in AI-Augmented Healthcare
  
  The Human Element in AI-Augmented Healthcare Page
  
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- Select activity Quick Brain Check
  
  Quick Brain Check Quiz
  
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- Select activity Deep Dive Readings
  
  Deep Dive Readings Page
  
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- Select activity Medicine in 2040: The Role of AI in Personalized and Precision Medicine
  
  Medicine in 2040: The Role of AI in Personalized and Precision Medicine
- Select activity Medicine in 2040: The Role of AI in Personalized and Precision Medicine
  
  Medicine in 2040: The Role of AI in Personalized and Precision Medicine Page
  
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- Select activity Quick Brain Check
  
  Quick Brain Check Quiz
  
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- Select activity Deep Dive Readings
  
  Deep Dive Readings Page
  
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- Select activity Responsible AI: Checkpoint
  
  Responsible AI: Checkpoint
- Select activity The Challenge
  
  The Challenge Page
- Select activity The Challenge - Part 3: Hints and Self-Evaluation
  
  The Challenge - Part 3: Hints and Self-Evaluation Quiz
  
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  Make attempts: 1
- Select activity Week 3: Milestone Check
  
  Week 3: Milestone Check Quiz
  
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  Receive a grade
  
  Receive a passing grade
- Select activity Key Takeaways
  
  Key Takeaways Page
Select section Final Survey

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Final Survey
- Select activity Final Survey
  
  Final Survey Feedback
  
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  Submit feedback
Select section {mlang it}Attestato{mlang}{mlang en}Certificate{mlang}

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{mlang it}Attestato{mlang}{mlang en}Certificate{mlang}
Not available unless: The activity Week 1: Milestone Check is complete and passed ...

Not available unless:

The activity Week 1: Milestone Check is complete and passed

The activity Week 2: Milestone Check is complete and passed

The activity Week 3: Milestone Check is complete and passed

The activity Final Survey is marked complete
Select section Additional resources

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Additional resources
- Select activity Video transcripts
  
  Video transcripts Folder

Section outline

The Birth of Data Science in Medicine

Introduction to AI in Medicine

Source of Data in Healthcare Services

Unmet Needs and Opportunities

Foundations Checkpoint

Introduction to Machine Learning

Exploring Deep Learning

Application I: AI in Medical Imaging

Application II: AI for EHR and Decision Support

Application III: AI in Genomics and Hematology

AI Applications Checkpoint

Performance and External Validation

Algorithmic Trust and Decision Support in AI for Medicine

Bias and Equity in AI for Medicine

The Human Element in AI-Augmented Healthcare

Medicine in 2040: The Role of AI in Personalized and Precision Medicine

Responsible AI: Checkpoint