敏求學院課程(Miin Wu School of Computing)
111年8月26日以後本課程上課方式/After August, 26, 2022, this course will be conducted as follows: 採數週線上、數週實體混成教學(15+3)/Some weeks online and some weeks in-person (Hybrid teaching 15+3)
111年8月26日以後本課程上課方式/After August, 26, 2022, this course will be conducted as follows: 採數週線上、數週實體混成教學(15+3)/Some weeks online and some weeks in-person (Hybrid teaching 15+3)
111年8月26日以後本課程上課方式/After August, 26, 2022, this course will be conducted as follows: 採數週線上、數週實體混成教學(15+3)/Some weeks online and some weeks in-person (Hybrid teaching 15+3)

  Course Description/課程描述:

Machine Learning is a popular research area lately. The main goal is to investigate the high dimensional, large amount or complex data, and to develop the useful algorithms to discover information within data.

機器學習是一個熱門研究領域,主要探討如何在高維度、大量或複雜資料中,發展不同的演算法來發掘資料中所隱藏的有用資訊。


  Course Objectives/課程目標: 

1. Introduce different methods in Machine Learning.

2. Student is ability to analyze massive and complicate data.

3. Student is capable to do programming based on the different algorithms. 


  Course Content/課程內容: 

Week 01:Introduction

Week 02:Statistical Learning

Week 03:Linear Regression

Week 04:Linear Regression

Week 05:Linear Regression

Week 06:Classification

Week 07:Classification

Week 08:Classification

Week 09:Resampling Methods

Week 10:Resampling Methods

Week 11:Linear Model Selection and Regularization

Week 12:Linear Model Selection and Regularization

Week 13:Tree-Based Methods

Week 14:Tree-Based Methods

Week 15:Support Vector Machines

Week 16:Support Vector Machines

Week 17:Deep Learning 

Week 18:Deep Learning 

    Textbook/教科書:

An Introduction to Statistical Learning with Applications in R 2nd Edition, By Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani


 Grading Policy/評量方式:

1. Term Project Report or fincal exam 40%

2. Homework    60%


111年8月26日以後本課程上課方式/After August, 26, 2022, this course will be conducted as follows: 實體上課(依教務處公告處理)/In-person teaching(According to the Office of Academic Affairs announcement)