COURSE

AMAT5200

Machine Learning for Materials Science

Function Hub / Advanced Materials · 3 Credits

This course aims to provide students training with a convergence of the two disciplines of Materials Science and Machine Learning (ML). We will start from machine learning basics, its mathematical foundations, then move on to modern machine learning methods for materials science problems and hands-on study with Python. Particularly, students will learn about how to combine the data-driven ML techniques with existing knowledge of materials science to give reliable physical predictions. Various case studies will be discussed, with real-world materials science applications.

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仅展示 2026-27 Fall;历史教学班可通过学期筛选查看。

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2026-27 Fall · PG

3 Credits

官方数据更新时间: 2026-08-28 05:35:00

背景: Calculus, linear algebra, probability, coding in Python, some knowledge in differential equations will be very helpful but not required.

历史目录与其他学期
2025-26 Spring · PG

3 Credits

官方数据更新时间: 2026-08-06 14:55:26

背景: Calculus, linear algebra, probability, coding in Python, some knowledge in differential equations will be very helpful but not required.

2025-26 Winter · PG

3 Credits

官方数据更新时间: 2026-08-06 14:55:26

背景: Calculus, linear algebra, probability, coding in Python, some knowledge in differential equations will be very helpful but not required.

2025-26 Fall · PG

3 Credits

官方数据更新时间: 2026-08-06 14:55:26

背景: Calculus, linear algebra, probability, coding in Python, some knowledge in differential equations will be very helpful but not required.

2024-25 Summer · PG

3 Credits

官方数据更新时间: 2026-08-06 14:55:26

背景: Calculus, linear algebra, probability, coding in Python, some knowledge in differential equations will be very helpful but not required.

2024-25 Spring · PG

3 Credits

官方数据更新时间: 2026-08-06 14:55:26

背景: Calculus, linear algebra, probability, coding in Python, some knowledge in differential equations will be very helpful but not required.

2024-25 Winter · PG

3 Credits

官方数据更新时间: 2026-08-06 14:55:26

背景: Calculus, linear algebra, probability, coding in Python, some knowledge in differential equations will be very helpful but not required.

2024-25 Fall · PG

3 Credits

官方数据更新时间: 2026-08-06 14:55:26

背景: Calculus, linear algebra, probability, coding in Python, some knowledge in differential equations will be very helpful but not required.