Record: Yes

Level: Graduate

Language: Chinese

Prerequisite

线性代数、实分析、概率论、统计学

Abstract

统计学习是一种主流机器学习范式，它主张一切机器学习模型都派生自统计模型。介绍统计学习基础知识、常用模型和应用。配合以算法实现、作品展示、论文解读。还会简单讲解统计学习相关计算机语言和包的使用。希望大家在学习过程中有所收获，有所领悟。

Reference

Elements of Statistical Learning

Syllabus

Lecturer Intro

Congwei Song received the master degree in applied mathematics from the Institute of Science in Zhejiang University of Technology, and the Ph.D. degree in basic mathematics from the Department of Mathematics, Zhejiang University, worked in Zhijiang College of Zhejiang University of Technology as an assistant from 2014 to 2021, from 2021 on, worked in BIMSA as asistant researcher. His research interests include machine learning, as well as wavelet analysis and harmonic analysis.

Lecturer Email: william@bimsa.cn

TA: Dr. Xiaojun Yan, yanxiaojun@bimsa.cn