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End-to-end Machine Learning: Decision trees

End-to-end Machine Learning: Decision trees

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End-to-end Machine Learning: Decision trees

End-to-end Machine Learning: Decision trees, Build a transit time predictor in python

Created by Brandon Rohrer

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What you'll learn
  • Build a decision tree from scratch.
  • Tune a machine learning model's hyperparameters and evaluate its performance.
  • Use Pandas DataFrames to manipulate data and make statistical computations.
  • Create a custom model visualization using matplotlib.
  • Use decision trees to make predictions.
  • Build your own transit time predictor.
  • Handle dates and times cleanly using python's datetime package.
  • Save and restore data using python's pickle package.
  • Programmatically dowload and parse data in a JSON format.
  • Interpret command line arguments using python's argparse package.

Requirements
  • It will help if you are already familiar with the basics of python.
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