Type of Credit: Elective
Credit(s)
Number of Students
This course introduces essential business analytics which include:
Note: the second half of this course involves heavy simulation with computer packakes which only works on a laptop/pc with a Pentium CPU. A laptop/pc with a non-Pentium CPU, such as Apple or AMD will NOT work.
能力項目說明
Students will learn essential skills in business analytics and demonstrate proficiency in
After completing this course, students will be equipped with the ability
| 教學週次Course Week | 彈性補充教學週次Flexible Supplemental Instruction Week | 彈性補充教學類別Flexible Supplemental Instruction Type |
|---|---|---|
| 週次 Week |
日期 Date |
課程主題 Course Theme |
課程內容與指定閱讀 Content and Reading Assignment |
教學活動與作業 Activity and Homework |
| 1 | 2025/2/20 | 課程簡介 & R Basics | Lecture Notes ＆Chap. 4, Fleischhacker (2022) |
教師講授及討論/ Assignment TBA |
| 2 | 2025/2/27 | R Basics | Lecture Notes ＆Chap. 4, Fleischhacker (2022) |
教師講授及討論/ Assignment TBA |
| 3 | 2025/3/6 | R Basics | Lecture Notes ＆Chap. 4, Fleischhacker (2022) |
教師講授及討論/ Assignment TBA |
| 4 | 2025/3/13 | R Basics | Lecture Notes ＆Chap. 4, Fleischhacker (2022) |
教師講授及討論/ Assignment TBA |
| 5 | 2025/3/20 | Data Manipulation | Lecture Notes ＆Chap. 6, Fleischhacker (2022) |
教師講授及討論/ Assignment TBA |
| 6 | 2025/3/27 | Data Visulization | Lecture Notes ＆Chap. 8~9, Fleischhacker (2022) |
教師講授及討論/ Assignment TBA |
| 7 | 2025/4/3 | 國定假日 | 不上課 | NA |
| 8 | 2025/4/10 | Data Visulization | Lecture Notes ＆Chap. 8~9, Fleischhacker (2022) |
教師講授及討論/ Assignment TBA |
| 9 | 2025/4/17 | 期中考試 | 不上課 | 課堂考試 |
| 10 | 2025/4/24 | Graphical Models | Lecture Notes ＆Chap. 12, Fleischhacker (2022) |
教師講授及討論/ Assignment TBA |
| 11 | 2025/5/1 | Bayesian Inference | Lecture Notes ＆Chap. 13, Fleischhacker (2022) |
教師講授及討論/ Assignment TBA |
| 12 | 2025/5/8 | Generative DAGs (directed acyclic graphs) | Lecture Notes ＆Chap. 14~15, Fleischhacker (2022) |
教師講授及討論/ Assignment TBA |
| 13 | 2025/5/15 | Generative DAGs (directed acyclic graphs) | Lecture Notes ＆Chap. 14~15, Fleischhacker (2022) |
教師講授及討論/ Assignment TBA |
| 14 | 2025/5/22 | Decisions and Actions Under Uncertainty | Lecture Notes ＆Chap. 24, Fleischhacker (2022) |
教師講授及討論/ Assignment TBA |
| 15 | 2025/5/29 | Decisions and Actions Under Uncertainty | Lecture Notes ＆Chap. 24, Fleischhacker (2022) |
教師講授及討論/ Assignment TBA |
| 16 | 2025/6/5 | 自主總整學習 | 不上課 | NA |
| 17 | 2025/6/12 | 自主總整學習 | 不上課 | NA |
| 18 | 2025/6/19 | 期中考試 | 不上課 | 課堂考試 |
Attendance & Participation: 20%.
This is not a subject which you can skip sessions here and there and still be able to catch up and finish the subject satisfactorily.
Assignments: 20%.
There will be 4~6 assignments to be announced.
Midterm Exam (2025/04/17): 30%.
Final Exam (2025/06/19): 30%.
Adam Fleischhacker (2020) A Business Analyst's Guide to Business Analytics, which can be accessed via the URL: https://causact.com/, also with YouTube videos that accompany each chapter (https://youtube.com/playlist?list=PLassxuIVwGLPy-mtohX-NXrjD8fc9FBOc).