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，人工智能和机器学习团队PI。他目前的研究兴趣是对开发由数据和领域知识驱动的机器学习算法，并将其应用于各种物理、生物和社会现象的解释和量化。