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暑期公开课—Foundation of Statistical Machine Learning开班啦!
时间:2018-06-06

《Foundation of Statistical Machine Learning》是统计学院“创新人才培养计划”特别开设的暑期特色课程,旨在通过邀请学界知名学者进行授课,带领学生走进机器学习的世界。机器学习是一门多领域交叉学科,涉及概率论、统计学、逼近论凸分析算法复杂度理论,是人工智能的核心,其应用遍及人工智能的各个领域。暑期公开课即将开班,欢迎各位同学踊跃报名!72日,《Foundation of Statistical Machine Learning》与你不见不散!

一、课程名称

Foundation of Statistical Machine Learning

二、课程信息

课程时间:72日至75日,每天上午8点至11点半

注:9点半至10点为休息时间

课程地点:明德法学楼0102


周文(Wen Rick Zhou)

Colorado State Unversity’s Assistant Professor

Ph.D. in Statistics at Iowa State University

Ph.D. in Applied Mathematics at ISU



三、教师介绍

主要研究方向:

High dimensional data inference, graphical modeling

Statistical genomics and bioinformatics, system biology

Statistical machine learning

Optimization and game theory

四、课程介绍

(一)先修课程

Calculus , linear algebra, fundamental probability, linear model and regression.

(二)课程目标

The aim of this course is to provide some foundation for statistical machine learning, as well as to introduce some fundamental methods including some modern models/algorithms and their theoretical basis. Illustrations of the methods in some applications will be discussed.

(三)课程内容

•  Introduction to convex optimization

•  Generalizing error and PAC framework

•  Linear model: introduction, regression, model selection, regularization

•  Classification and decision trees

•  Bagging

•  Support vector machines (SVMs)

•  Kernel methods

•  Boosting

•  Maxent models: maximum entropy models, logistic regression

•  Ranking

•  Neural network

•  On-line learning

•  Reinforcement learning: Markov decision processes (MDPs)

•  Nonlinear embedding

•  Clustering

•  Spurious discovery

(五)报名流程

1.报名时间

2018年61日至622

2.报名方式:

发送“学院+专业+学号+姓名+联系方式”至邮箱dangzhiyu@ruc.edu.cn进行报名,我们会在626日前统一发送确认邮件,请各位同学及时查收邮件。

联系方式:010-82509337王老师 010-62515246党老师

  无论你是与数据初相识的统计学子,还是渴望邂逅机器学习的人大青年, 只要你有一个热爱统计的心,只要你愿意了解机器学习领域的前沿知识,暑期公开课《Foundation of Statistical Machine Learning》的大门为每一位求知的“你”敞开。大咖授课,干货满满,赶快动动手指报名参加吧,期待各位同学的到来!