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.
COURSE
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.
推荐度
难度 · 从难到易
工作量 · 从劳累到轻松
评分 · 从苛刻到宽松
实用性
基于 0 条已发布 Reviews。
选择你要查看的具体 Semester 和 Section。
仅展示 2026-27 Fall;历史教学班可通过学期筛选查看。
当前筛选推荐度: — · 0 条评价
按 Semester 保存的 UG/PG 目录快照;这些记录不代表一定存在可选的 Section。
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.
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.
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.
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.
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.
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.
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.
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.