First Principles for Math and AI Researchers
This course is intended for graduate students and researchers in the areas of mathematics and artificial intelligence. The purpose is to help the attendees to have a quick grasp of first principles in various scientific fields.
讲师
日期
2024年03月13日 至 07月10日
位置
| Weekday | Time | Venue | Online | ID | Password |
|---|---|---|---|---|---|
| 周三 | 19:20 - 21:55 | A3-1-301 | ZOOM 02 | 518 868 7656 | BIMSA |
修课要求
Basic knowledge on mathematics, physics, chemistry and numerical methods.
课程大纲
1) Theoretical Mechanics
2) Material Mechanics
3) Elastic Mechanics
4) Basics of Fluid Dynamics
5) Thermodynamics
6) Gas Dynamics
7) Viscous Fluid Mechanics
8) Chemical Kinetics
9) Calculus of Variations
10) Direct Methods in the Calculus of Variations
11) Turbulence
12) Heat Transfer
13) Mass Transfer
14) Galaxy Structure and Gathering of Myxomycete Amoeba
15) Machine Learning from First Principles
16) Combustion
2) Material Mechanics
3) Elastic Mechanics
4) Basics of Fluid Dynamics
5) Thermodynamics
6) Gas Dynamics
7) Viscous Fluid Mechanics
8) Chemical Kinetics
9) Calculus of Variations
10) Direct Methods in the Calculus of Variations
11) Turbulence
12) Heat Transfer
13) Mass Transfer
14) Galaxy Structure and Gathering of Myxomycete Amoeba
15) Machine Learning from First Principles
16) Combustion
听众
Undergraduate
, Advanced Undergraduate
, Graduate
, 博士后
, Researcher
视频公开
公开
笔记公开
公开
语言
中文
讲师介绍
张晓明博士先后在浙江大学、北京大学、麻省理工学院获得学士、硕士和博士学位。现任北京雁栖湖应用数学研究院研究员，负责人工智能与大数据研究团队。张博士长期从事人工智能技术在大数据预测和资源优化配置问题上的研究、开发和应用。主持研发的数字智能服务平台“印染大脑”，得到业界的认可。目前，他的工作重点是工业领域数字孪生构建中的数学问题。