Title: Short Course on Deep Learning
Speaker: Yuling Jiao(焦雨领)(Wuhan University)
Content:
1. Supervised learning framework and error decomposition
2: Introduction to three types of errors
3: ODE-based sampling, generation, and uncertainty quantification
Time and Venue:
Lecture 1: 08/11 (Monday), 9:00-12:00, Zhengxin Building 24
Lecture 2: 08/12 (Tuesday), 14:30-17:30, Zhengxin Building 24
Lecture 3: 08/13 (Wednesday), 9:00-12:00, Zhengxin Building 24
About the Speaker:
焦雨领,武汉大学人工智能学院,教授博导,副院长。入选国家高层次青年人才,主要研究机器学习、科学计算。近期关注深度学习数理基础,在计算数学、应用数学、统计学、电子工程、人工智能等领域的旗舰期刊和会议上发表论文三十多篇: SIAM 系列(5 篇)、Appl. Comput. Harmon. Anal. (2篇)、Inverse Probl. (2 篇);Ann. Stat. (3 篇)、J. Amer. Statist. Assoc.(2篇); IEEE Trans. Inf. Theory (5 篇)、IEEE Trans. Signal Process.(3篇);J. Mach. Learn. Res. (7篇)、ICML (3 篇)、NeurIPS (3篇,其中一篇Oral、一篇Spotlight);Nat. Commun.。主持国家重点研发计划子课题、国家自然科学基金面上、青年项目及一批同华为开展的校企合作项目。