週次 |
日期 |
單元主題 |
第1週 |
9/9 |
Course overview and introduction
Review of statistics
http://www.statedu.ntu.edu.tw:8080/zh_TW/function/2/2
https://vdi.ntu.edu.tw/portal/webclient/index.html#/ |
第2週 |
9/16 |
Data visualization (slides updated on 9/17) |
第3週 |
9/23 |
Introduction to R |
第4週 |
9/30 |
Typhoon day (no class) |
第5週 |
10/07 |
Hypothesis of Means
Profile analysis |
第6週 |
10/14 |
Multiple regression, feature selection |
第7週 |
10/21 |
Feature selection
* Project checkpoint #0 |
第8週 |
10/28 |
Matrix algebra review
Eigenvalue decomposition, singular value decomposition |
第9週 |
11/04 |
Midterm exam (required packages: DAAG, glmnet) |
第10週 |
11/11 |
* Project checkpoint #1
Principal component analysis |
第11週 |
11/18 |
Factor Analysis |
第12週 |
11/25 |
Canonical correlation analysis |
第13週 |
12/02 |
Clustering
* Project checkpoint #2 |
第14週 |
12/9 |
Discrimination |
第15週 |
12/16 |
Multidimensional scaling |
第16週 |
12/23 |
Correspondence analysis |
第17週 |
12/30 |
投影片上傳連結
https://drive.google.com/drive/u/1/folders/1tb_fkw7sNcr64a5H4io5saYMbGa-6-Gs
分組/組內互評連結
https://docs.google.com/forms/d/e/1FAIpQLScRuB6jwnVMIblu742p47YXuekeV6fyLkfvw-QLBygVXHQLNA/formResponse |
第18週 |
1/6 |
Package options for Final exam:
psych, rela, cluster, CCA, ca, FactoMineR, factoextra, gplots |