Fall Term 2026 (1970)
BME 477 - Machine Learning for Biomedical Applications
3 units (fi 8)(EITHER, 3-0-0)
Applications of machine learning tools to real-world problems in biomedical engineering including diagnostic and prognostic applications. An introduction to machine learning. Machine learning tools: regression and classification; manifold learning and dimensional reduction; decision trees and ensemble learning; unsupervised learning and clustering; feature selection and feature extraction; neural networks and deep learning. Biomedical applications: cancer, cardiovascular disease, diabetes, neurological diseases and infectious diseases. Credit cannot be obtained for both BME 477 and BME 677.
LECTURE A1 (58759)
2026-09-01 - 2026-12-08
W 14:00 - 16:50
BME 677 - Machine Learning for Biomedical Applications
3 units (fi 6)(EITHER, 3-0-0)
Applications of machine learning tools to real-world problems in biomedical engineering including diagnostic and prognostic applications. An introduction to machine learning. Machine learning tools: regression and classification; manifold learning and dimensional reduction; decision trees and ensemble learning; unsupervised learning and clustering; feature selection and feature extraction; neural networks and deep learning. Biomedical applications: cancer, cardiovascular disease, diabetes, neurological diseases and infectious diseases. Credit cannot be obtained for both BME 477 and BME 677.
LECTURE A1 (55377)
2026-09-01 - 2026-12-08
W 14:00 - 16:50
Winter Term 2027 (1980)
BME 420 - Rational Drug Design and Discovery: Principles and Applications
3 units (fi 8)(EITHER, 3-0-0)
An introduction to topics and tools in structure-based and ligand-based in silico drug design such as molecular dynamics, virtual screening, receptor-drug interactions, and pharmacophore modeling. Holistic view of drug discovery, including topics such as pharmacokinetics and systems biology, role of artificial intelligence in drug discovery, and an introduction to precision medicine. Credit cannot be obtained for both BME 420 and BME 620.
LECTURE B1 (83798)
2027-01-04 - 2027-04-09
W 14:00 - 16:50
BME 620 - Rational Drug Design and Discovery: Principles and Applications
3 units (fi 6)(EITHER, 3-0-0)
An introduction to topics and tools in structure-based and ligand-based in silico drug design such as molecular dynamics, virtual screening, receptor-drug interactions, and pharmacophore modeling. Holistic view of drug discovery including topics such as pharmacokinetics and systems biology, Artificial Intelligence's role in drug discovery and an introduction to precision medicine. Credit cannot be obtained for both BME 420 and BME 620.
LECTURE B1 (81668)
2027-01-04 - 2027-04-09
W 14:00 - 16:50