Kaggle_WaterQualityAndPotability

use kaggle dataset to analyze the correlations beetween water quality and potability.

• Dataset : https://www.kaggle.com/datasets/uom190346a/water-quality-and-potability/data

Python

version

• 3.9

module

• pip :

    pip install numpy=1.25.0 pandas matplotlib seaborn sklearn lightgbm catboost
  

• conda :

    conda install numpy=1.25.0 pandas matplotlib seaborn sklearn lightgbm catboost
  

Reference

• CatBoost : https://ithelp.ithome.com.tw/articles/10275263
• Kaggle_Code : https://www.kaggle.com/code/aagyapalkaur/for-beginners-eda-waterpotability-prediction#Split-the-dataset-into-Train-and-Test-Split

Next Target

• Run ML with GPU : https://syshen.medium.com/%E5%85%A5%E9%96%80%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92-1-ed873b65bc5

• use hyperopt : https://medium.com/jackys-blog/%E8%87%AA%E5%8B%95%E5%8C%96%E8%AA%BF%E6%95%B4%E8%B6%85%E5%8F%83%E6%95%B8%E6%96%B9%E6%B3%95%E4%BB%8B%E7%B4%B9-%E4%BD%BF%E7%94%A8python-40edb9f0b462