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One of the key aspects of supervised machine learning is model evaluation and validation.
When you evaluate the predictive performance of your model, it's essential that the process be unbiased. Using train_test_split from the data science library scikit-learn, you can split your dataset into subsets that minimize the potential for bias in your evaluation and validation process.
Why you need to split your dataset in supervised machine learning
Which subsets of the dataset you need for an unbiased evaluation of your model
How to use train_test_split to split your data
How to combine train_test_split with prediction methods
In addition, you'll get information on related tools from sklearn.model_selection.
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