Mathematics of Data


This website contains course material about Mathematics of Data taught in HKUST and PKU in the past few years. Some information was lost due to a recent collapse of math.pku.edu.cn server. It is still under recovery. Please email me if you need any particular information.


Spring 2018

MATH 6380o: Deep Learning: Towards Deeper Understanding TuTh 3-4:20pm, Rm2302 (Lift 17/18)
MATH 4432: Statistical Machine Learning TuTh 4:30-5:50pm, Rm4504 (Lift 25/26)

Fall 2017, HKUST

CSIC 5011: Topological and Geometric Data Reduction and Visualization

Spring 2017, HKUST

Math 6380J: A Mathematical Introduction to Data Analysis (数据分析的数学导论)

Spring 2016, PKU

A Mathematical Introduction to Data Science (数据分析的数学导论)

Fall 2015, PKU

Statistical Learning (统计学习)

May 2015, PKU

A Short Course on Mathematical Introduction to Data Analysis, Taiwan

Spring 2015, PKU

Probability and Statistics (概率与统计)

Fall 2014, PKU

A Mathematical Introduction to Data Science (数据分析的数学导论)

Spring 2014, PKU

Statistical Learning (统计学习)

Fall 2013, PKU

A Mathematical Introduction to Data Science (数据中的数学)

Spring 2013, PKU

Statistical Learning (统计学习)

Fall 2012, PKU

A Mathematical Introduction to Data Science (数据中的数学)

Fall 2011, PKU

Mathematics for Data Science (数据中的数学)

Summer 2011, Fudan

2011 Fudan Summer School on Data Sciences

Spring 2011, PKU

Stochastic Dynamic Models in Life Sciences (生命科学中的随机动力学模型)

Fall 2010, PKU

Calculus B for School of Economics and Yuan-Pei College (高等数学 B: 经济学院+元培学院)

Summer 2010, PKU

2010 PKU Summer School on Statistics and Information Technology (统计与信息技术暑期班)

Spring 2010, PKU

B.Sc. Thesis Seminar (毕业讨论班)

Fall 2009, PKU

Selected Topics in Advanced Statistics (高等统计选讲)

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Last update in November 2017