In the tradition of Tkinter SVM GUI, the purpose of this app is to demonstrate how machine learning model forms are affected by the shape of the underlying dataset. By selecting a dataset or by creating one of your own, you can fit a model to the data and see how the model would make decisions based on the data it has been trained on. Although this is a toy example, hopefully it helps give you the intuition that the machine learning process is a model selection search for the best combination of features, algorithm, and hyperparameter that generalize well in a bounded feature space.
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