Statistical Learning with Math and Python (eBook, PDF)
Joe Suzuki
eBook, PDF

Statistical Learning with Math and Python (eBook, PDF)

100 Exercises for Building Logic

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The most crucial ability for machine learning and data science is mathematical logic for grasping their essence rather than knowledge and experience. This textbook approaches the essence of machine learning and data science by considering math problems and building Python programs.As the preliminary part, Chapter 1 provides a concise introduction to linear algebra, which will help novices read further to the following main chapters. Those succeeding chapters present essential topics in statistical learning: linear regression, classification, resampling, information criteria, regularization, no...

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