應用多變量分析與機器學習
Applied Multivariate Analysis and Machine Learning
| 節 | 週三 |
|---|---|
3 10:10–11:00 | 應用多變量分析與機器學習 HA216（光復） 3 節連堂 |
4 11:10–12:00 | |
N 12:20–13:10 |
* 根據陽明交大上課時間表所列
With the Project-based Learning, there are four major goals of this course: to understand the concepts related to Multivariate Analysis/Machine Learning; to be able to specify your own models and analyze the data using one of the Stat. programs; to be able to interpret the statistical findings to lay persons. We will be using the R program to perform the analyses.
Students are expected to have basic knowledge on ANOVA, and Multiple Regression. Students who have not taken the required courses (e.g. Adv. Stats, IED 5895) have to meet with me before they register for this course.
無備註
後課程搭配同步網路、非同步網路授課,課程連結如下:https://meet.google.com/hih-gpbw-eoo
Homework Term project and final presentation Class presentation In-class and Facebook group participation Computer Lab and Experiments of multi-modal behavioral and psychological data analysis.
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| 週次 | 主題 |
|---|---|
| 第 1 週 | 第一週為線上授課,請務必出席【授課教室:https://meet.google.com/hih-gpbw-eoo】Syllabus & Why Study Multivariate Analysis and Machine Learning in Substantive Research? 2024-09-04(三) |
| 第 2 週 | L2:Multivariate Analysis of Variance 2024-09-11(三) |
| 第 3 週 | L2:MANOVA[Disscussion and Case study] 2024-09-18(三) |
| 第 4 週 | L3:Unsupervised ML & Cluster Analysis 2024-09-25(三) |
| 第 5 週 | L3:Unsupervised ML & Cluster Analysis [Disscussion and Case study] 2024-10-02(三) |
| 第 6 週 | L4:Canonical Correlation Analysis & Association Analysis 2024-10-09(三) |
| 第 7 週 | L4:CCA& AA[Disscussion and Case study] 2024-10-16(三) |
| 第 8 週 | L6& L7:Principle Component Analysis & Exploratory Factor Analysis 2024-10-23(三) |
| 第 9 週 | Term Project Proposal 2024-10-30(三) |
| 第 10 週 | L6& L7:PCA & EFA[Disscussion and Case study] 2024-11-06(三) |
| 第 11 週 | L5:Supervised ML: Descriptive Discriminant Analysis, Random Forest, Support Vector Machine, Logistic Regression (NN) 2024-11-13(三) |
| 第 12 週 | L7:Supervised ML: DDA, RF, SVM, Logistic Regreesion(NN)[Disscussion and Case study] 2024-11-20(三) |
| 第 13 週 | Statistics Discussion全校運動會(停課) 2024-11-27(三) |
| 第 14 週 | Oral Exam 2024-12-04(三) |
| 第 15 週 | Project Preparation and Data Visualization 2024-12-11(三) |
| 第 16 週 | Term Project Presentation (期末考週) 2024-12-18(三) |
教師未提供此項資料
- 地點
- TBA
- 時間
- TBA
- 聯絡方式
- 分機:31843 Email:jiunyuwu@nycu.edu.tw