This book covers probability and statistics from the machine learning perspective. From probability to machine learning: Many machine learning applications are addressed using probabilistic models, whose parameters are then learned in a data-driven manner.
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'Probability and Statistics for Machine Learning - Aggarwal, Charu C.'.
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