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Esteban Villalobos G.
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Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow, by Sebastian Raschka

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In certain cases, dimensionality reduction can also improve the predictive performance of a model if the dataset contains a large number of irrelevant features (or noise), that is, if the dataset has a low signal-to-noise ratio.
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Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow
Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow
by Sebastian Raschka
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