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University of Colorado System

AI Integration in Healthcare

University of Colorado System via Coursera

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Overview

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This course covers essential AI concepts in healthcare, starting with key algorithms and their role in decision-making. Learners will explore the craft of AI modeling, from data preparation to evaluation, and examine different model-based algorithms, based on the learning process, such as supervised, unsupervised, and reinforced learning algorithms.

Syllabus

  • Learning Relevant AI Algorithms in Healthcare
    • Provides hands-on understanding of learning algorithms, using supervised and unsupervised processes, tailored for healthcare data and applications.
  • The Craft of Modeling for AI
    • Focuses on building effective AI models, from framing the problem to model training.
  • Types of Models in Health AI
    • Explores categories of AI models, from predictive to diagnostic or descriptive systems.
  • Health AI Relevant Design
    • Examines design principles for creating reliable and user-centered health AI systems.

Taught by

Jiban Khuntia

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