週次 |
日期 |
單元主題 |
第1週 |
9/09 |
[In-Class] Course overview; Introducing programming environment
[At-Home] R Basic: data types and programming logic. |
第2週 |
9/16 |
[In-Class] Talk: Economics and Data Science
[In-Class] R Basic (Hsieh)
[At-Home] Importing Data and Tidyverse |
第3週 |
9/23 |
[In-Class] Reading data XLSX and CSV
[At-Home] Working with Data in the Tidyverse; Joining Data with dplyr in R |
第4週 |
9/30 |
[In-Class] Data manipulation: 2018 Referendum
[At-Home] String Manipulation in R with stringr
[At-Home] Reading JSON |
第5週 |
10/07 |
[In-Class] Text analysis of Trump’s tweets
[At-Home] Crawler designs |
第6週 |
10/14 |
[In-Class] Crawler design in Practice
[At-Home] Text mining in Chinese
|
第7週 |
10/21 |
[In-Class] Machine Learning: Theory and Applications I
[In-Class] Clickbait Detection in Practice
[At-Home] Visualization and Regression |
第8週 |
10/28 |
[In-Class] Midterm |
第9週 |
11/04 |
[In-Class] Days off to prepare your midterm |
第10週 |
11/11 |
[In-Class] Machine Learning: Theory and Applications II
[In-Class] Invited Talk
[At-Home] Unsupervised learning: Clustering and PCA: Ideology polarization on social media (3hs) |
第11週 |
11/18 |
[In-Class] Machine Learning: Theory and Applications III
[In-Class] Invited Talk
[At-Home] Supervised learning: Naive Bayes', Decision tree, random forests, and SVM on classifying customer complaint (6hs) |
第12週 |
11/25 |
[In-Class] Machine Learning: Theory and Applications IV
[In-Class] Invited Talk
[At-Home] Advanced Text mining: topic modeling and term network for news discourse analysis (3hs) |
第13週 |
12/02 |
[In-Class] Pitching
[In-Class] R Presentation |
第14週 |
12/09 |
[Project consulting] |
第15週 |
12/16 |
[Project consulting] |
第17週 |
12/30 |
[In-Class] Poster |
第18週 |
01/06 |
[In-Class] Selected Presentation |