【开课说明】

课程日期：2022年8月16日-30日

授课时间：09:00-11:00

课时数：2课时/天，共30课时

ZOOMID：202 216 6027    密码：Zoom2022

授课老师：Prof. Haizhao Yang （University of Maryland,CollegePark）

主办单位：国家天元数学中部中心、湖北国家应用数学中心、武汉大学数学与统计学院

【课程信息】

    Mathematical Theory and Applications of Deep Learning

    Description:

Part I: deep learning basics: feed-forward networks; recurrent neural networks; deep reinforcement learning;

Part II: deep learning applications: data-driven recovery of equations; data-driven prediction; solving partial differential equations; inverse problems, operator learning;

Part III: deep learning theory: approximation theory, optimization theory, and generalization theory of deep learning.

    Important prerequisites:

Students must review basic numerical linear algebra, differential equations, probability, and optimization by themselves.

    Approximate Schedule:

    Each lecture is approximately one hour.

Lecture 1: Basic Machine Learning and Feed-forward Networks;

Lecture 2: Recurrent Neural Networks;

Lecture 3 and 4: Deep Reinforcement Learning;

Lecture 5: Data-driven Recovery of Equations;

Lecture 6: Data-driven Prediction;

Lecture 7 and 8: Solving Partial Differential Equations;

Lecture 9: Inverse Problems;

Lecture 10: Operator Learning;

Lecture 11 and 12: Deep Network Approximation;

Lecture 13 and 14: Deep Learning Optimization;

Lecture 15 and 16: Deep Learning Generalization.

【报名流程及联系人】

1、点击此处提交报名申请

2、请报名的同学加入qq群：743690605 （仅用于本次课程通知发布、资料分享）

3、报名截止日期为2022年08月14日

联系人：杨老师  电话：027-68788932   Email:  tmcc@whu.edu.cn