Exercise 4

Python Programming III

Goal: Data processing
- Numerical feature rescaling/standardizing/normalizing/transform, outlier detecting/handling, clustering, missing values
- Categorical feature encoding, missing value, imbalanced classes
Readings
- Machine Learning with Python Cookbook 2nd, by Kyle Gallatin and Chris Albon, O'Reilly, 2023. Free O'Reilly Learning by FJU ID
  - Chapter 4 Handling Numerical Data, Chapter 5 Handling Categorical Data
- Reference: Python最強入門邁向頂尖高手之路: 王者歸來 (第2版)，洪錦魁，2020 URL 輔大圖書館 HyRead電子書
- Reference: Python Python 完整教學 (2023) Youtube
Report: Create a separate web page with
- no more than 1000 words (in Chinese or English)
- a lot of pictures of your Python program. Those pictures are captured from your computer screen.
Requirement: a separate web page that you

- Write the goal of this assignment
- Paste the practiced python codes you write
- Upload code output results into your report web page. Explain the results of the output results
- Discuss bug/difficulty that you encountered, and the way how you solve the bug/difficulty.
- Give references of this assignment (teacher's readings, your search and readings)