Difference Between fit(), transform(), fit_transform() and predict() methods in Scikit-Learn

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What is the difference between "fit" and "transform"? What is the difference between "fit" and "transform"?
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Use "fit_transform" on training data, but "transform" (only) on testing/new data Use "fit_transform" on training data, but "transform" (only) on testing/new data
Understanding fit, transform, and fit_transform in Scikit-Learn: A Guide Understanding fit, transform, and fit_transform in Scikit-Learn: A Guide
How does fit method works in scikit learn | Scikit scenarios videos How does fit method works in scikit learn | Scikit scenarios videos
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An Introduction to scikit-learn: Machine Learning in Python An Introduction to scikit-learn: Machine Learning in Python