Course Information
Course title
 Introduction to Statistical Learning 
Semester
 110-2 
Designated for
 COLLEGE OF SOCIAL SCIENCES  GRADUATE INSTITUTE OF POLITICAL SCIENCE  
Instructor
 HUAN-KAI TSENG 
Curriculum Number
 PS5696 
Curriculum Identity Number
 322EU2320 
Class
  
Credits
 2.0 
Full/Half
Yr.
 Half 
Required/
Elective
 Elective 
Time
 Tuesday 8,9,10(15:30~18:20) 
Remarks
 Restriction: juniors and beyond
The upper limit of the number of students: 30.
The upper limit of the number of non-majors: 10. 
Course
Website
 https://www.dropbox.com/sh/ic7l4vrvmjkek79/AABQTpgiiVeaiTfWan1afyRLa?dl=0 
Course introduction video
 
Table of Core Capabilities and Curriculum Planning
 Association has not been established
Course Syllabus
Please respect the intellectual property rights of others and do not copy any of the course information without permission
Course Description

 

Course Objective
  
Course Requirement
  
Student Workload (expected study time outside of class per week)
  
Office Hours
 Appointment required. Note: Time: by appointment Venue: Room 719, Social Sciences Building 
Designated reading
  
References
  
Grading
  
No.
Item
%
Explanations for the conditions
1. 
 no 
100% 
  
 
Progress
Week
Date
Topic
第1週
 02/15  Introduction 
第2週
 02/22  Regression Methods I 
第3週
 03/01  Regression Methods II 
第4週
 03/08  Data Dimensionality and Preprocessing 
第5週
 03/15  Nonlinear Regression I 
第6週
 03/22  Nonlinear Regression II 
第7週
 03/29  Statistical Learning I 
第8週
 04/05  No Class (holiday) 
第9週
 04/12  Statistical Learning II 
第10週
 04/19  Statistical Learning III 
第11週
 04/26  Dimensionality Reduction and Prediction Accuracy 
第12週
 05/03  Resampling Methods 
第13週
 05/10  Drawing Inference from Text Data I 
第14週
 05/17  Drawing Inference from Text Data II 
第15週
 05/24  Network Analysis & Course Wrap-up 
第16週
 05/31  Final (no class) 
第17週
 06/07  TBD (or term paper advising) 
第18週
 06/14  TBD (or term paper advising)