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A First Course in Statistical Learning by Johannes Lederer (.PDF)

Posted March 6Mar 6

Legendary Reader

📮 A First Course in Statistical Learning by Johannes Lederer (.PDF)

This textbook introduces the fundamental concepts and methods of statistical learning. It uses Python and provides a unique approach by blending theory, data examples, software code, and exercises from beginning to end for a profound yet practical introduction to statistical learning. The book consists of three parts: The first one presents data in the framework of probability theory, exploratory data analysis, and unsupervised learning. The second part on inferential data analysis covers linear and logistic regression and regularization. The last part studies Machine Learning with a focus on support-vector machines and Deep Learning. Each chapter is based on a dataset, which can be downloaded from the book's homepage.