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CPH C100

Foundations for Computational Precision Health

University of California, Berkeley 3 credits Computational Precision Health Graduate Group

Course Description

Students will build expertise in developing machine-learning tools to address challenges in health care. The course emphasizes both “how to formulate useful computational health problems”, and “how to develop computational solutions”. On the health side, we’ll get clinical guest lectures exploring challenges across diverse areas of healthcare (e.g., cardiology, cancer, primary care). On the computational side, the course will cover machine learning and deep learning foundations, state-of-the-art neural networks, and then advanced research topics. The course will emphasize rigorous evaluation, algorithmic bias, deployment, and auditing. The class will culminate in an open-ended final project, integrating skills learned in the course.

Code
CPH C100
Credits
3
Subject
Computational Precision Health Graduate Group

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