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Hello Everyone

This project includes some studies on data science with Python. I did my studies using the Iris dataset.

What do you need?

You must install the following libraries.

  • Scikit-learn
  • Pandas
  • Numpy
  • Matplotlib

What's in the project?

  • Finding minimum, maximum, average and standard deviation values of all features and printing them on the screen.
  • Plotting scatter charts for these attributes and saving them as png.
    • Sepal Length vs. Sepal Width
    • Petal Length vs. Petal Width
    • Sepal Length and Sepal Width vs. Petal Length and Petal Width
  • Creation of a decision tree for classification.
    • All attributes were used when creating a decision tree.
    • 80% of the data were randomly selected for education. The remainder was used for testing.
    • Confusion matrix printed.
    • Precision and recall criteria were printed.
    • The generated decision tree was graphically drawn, displayed, and saved as a file in png.

Plotting Scatter Charts

Decision Tree Example

About

Decision Tree Using With İris Dataset

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