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Statistical Prediction and Machine Learning - John Tuhao Chen - AD-TEAM - 09-17-2024 pdf | 12.2 MB | English| Isbn:9781040096338 | Author: John Tuhao Chen, Clement Lee, Lincy Y. Chen | Year: 2024 Description: Quote:Written by an experienced statistics educator and two data scientists, this book unifies conventional statistical thinking and contemporary machine learning framework into a single overarching umbrella over data science. The book is designed to bridge the knowledge gap between conventional statistics and machine learning. It provides an accessible approach for readers with a basic statistics background to develop a mastery of machine learning. The book starts with elucidating examples in Chapter 1 and fundamentals on refined optimization in Chapter 2, which are followed by common supervised learning methods such as regressions, classification, support vector machines, tree algorithms, and range regressions. After a discussion on unsupervised learning methods, it includes a chapter on unsupervised learning and a chapter on statistical learning with data sequentially or simultaneously from multiple resources. |