2026-27 Fall
IOTA5002 · L01
LAI, Zhilu
3 Credits · Class #6382 · Reference Capacity 30
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COURSE
Data-driven Modeling: Learning from Sensor Data
Information Hub / Internet of Things · 3 Credits
Data-driven modeling is revolutionizing the modeling and predicting of complex systems. This cross-disciplinary course will introduce methodologies for integrating time-series analysis, machine learning, engineering mathematics, and mathematical physics, into data-driven methods for inferring and building models from data. At the end of the course, students are expected to understand the principles and methods of extracting patterns and models from data and making effective predictions, and to have hands-on implementations with Python/Matlab. In-class lab demonstrations will also be provided.
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工作量 · 从劳累到轻松
评分 · 从苛刻到宽松
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3 Credits
官方数据更新时间: 2026-08-28 05:35:00
背景: Basic knowledge of linear algebra, numerical analysis, signal processing, and machine learning is encouraged.
3 Credits
官方数据更新时间: 2026-08-06 14:55:26
背景: Basic knowledge of linear algebra, numerical analysis, signal processing, and machine learning is encouraged.
3 Credits
官方数据更新时间: 2026-08-06 14:55:26
背景: Basic knowledge of linear algebra, numerical analysis, signal processing, and machine learning is encouraged.
3 Credits
官方数据更新时间: 2026-08-06 14:55:26
背景: Basic knowledge of linear algebra, numerical analysis, signal processing, and machine learning is encouraged.
3 Credits
官方数据更新时间: 2026-08-06 14:55:26
背景: Basic knowledge of linear algebra, numerical analysis, signal processing, and machine learning is encouraged.
3 Credits
官方数据更新时间: 2026-08-06 14:55:26
背景: Basic knowledge of linear algebra, numerical analysis, signal processing, and machine learning is encouraged.
3 Credits
官方数据更新时间: 2026-08-06 14:55:26
背景: Basic knowledge of linear algebra, numerical analysis, signal processing, and machine learning is encouraged.
3 Credits
官方数据更新时间: 2026-08-06 14:55:26
背景: Basic knowledge of linear algebra, numerical analysis, signal processing, and machine learning is encouraged.