【数据科学名家讲坛】Optimization for Deep Learning(Zhouchen LIN, Professor, National Key Laboratory of General Artificial Intelligence, Peking University)
主题:Optimization for Deep Learning
报告人:Zhouchen LIN, Professor, National Key Laboratory of General Artificial Intelligence, Peking University
主持人:Ruoyu SUN, Associate Professor, School of Data Science, CUHK-Shenzhe
日期:13 November (Monday), 2023
时间:11:00 AM - 12:00 PM, Beijing Time
形式:Hybrid
地点:103 Meeting Room, Daoyuan Building
SDS视频号直播:
语言:English
摘要:
Optimization is crucial for deep learning. In the traditional way, optimization offers efficient training algorithms for deep neural networks. However, actually optimization can also help deep learning in other ways, e.g., effective network design and mathematical explanation. In this talk, I will introduce my recent work in both aspects.
简介:
Zhouchen Lin received the Ph.D. degree in applied mathematics from Peking University in 2000. He is currently a Professor with the National Key Laboratory of General Artificial Intelligence, School of Intelligence Science and Technology, Peking University. His research interests include machine learning and numerical optimization. He has published over 290 technical papers and 5 monographs, receiving over 31,000 Google Scholar citations. He has been Area Chairs of ACML, ACCV, CVPR, ICCV, NIPS/NeurIPS, AAAI, IJCAI, ICLR, and ICML for many times. He is a Program co-Chair of ICPR 2022 and Senior Area Chairs of ICML 2022, NeurIPS 2022, ECAI 2023, CVPR 2023 and ICLR 2024. He is a Fellow of IAPR, IEEE, AAIA, and CSIG. He is also a recipient of The National Science Fund for Distinguished Young Scholars.