ORF 245《统计学基础》课程笔记与作业

普林斯顿大学 范剑青

ORF 245: Fundamentals of Statistics

Instructor: Jianqing Fan, Frederick L. Moore'18 Professor of Finance, Professor of Operations Research and Financial Engineering

Syllabus

A first introduction to probability, statistics and machine learning. This course will provide background to understand and produce rigorous statistical analysis including estimation, confidence intervals, hypothesis testing, regression, logistic regression and a brief introduction to machine learning. Applicability and limitations of these methods will be illustrated using a variety of modern real world data sets and manipulation of the statistical software R. Precepts are based on real data analysis using R.