meowpunch / ConcreteDataset

analyze Concrete Dataset

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  • data: origin/Concrete_Data.xls
  • analytics: report.pdf

Environment

  • Windows 10
  • Python 3.7
  • Anaconda (recommended)

Install Package

You should install all package scikit-learn, numpy, pandas, xlrd, matplotlib, seaborn, joblib, PyYAML

> conda install scikit-learn numpy pandas xlrd matplotlib seaborn joblib
> pip install PyYAML

You can use pip but anaconda is recommended on windows 10

Execute

baseline

  • Linear Model - ElasticNet & Not feature extraction
> python main.py baseline

processed

  • Linear Model - ElasticNet & feature extraction
> python main.py processed

advanced

  • Ensemble Model - GradientBoosting & feature extraction
> python main.py advanced

About

analyze Concrete Dataset

License:MIT License


Languages

Language:Jupyter Notebook 88.3%Language:Python 11.7%