Название: The Art of Machine Learning: A Hands-On Guide to Machine Learning with R
Автор: Norman Matloff
Издательство: No Starch Press
Год: 2024
Страниц: 272
Язык: английский
Формат: epub (true), mobi
Размер: 22.9 MB
Machine Learning without advanced math! This book presents a serious, practical look at Machine Learning, preparing you for valuable insights on your own data. The Art of Machine Learning is packed with real dataset examples and sophisticated advice on how to make full use of powerful machine learning methods. Readers will need only an intuitive grasp of charts, graphs, and the slope of a line, as well as familiarity with the R programming language. You’ll become skilled in a range of Machine Learning methods, starting with the simple k-Nearest Neighbors method (k-NN), then on to random forests, gradient boosting, linear/logistic models, support vector machines, the LASSO, and neural networks.Final chapters introduce text and image classification, as well as time series. You’ll learn not only how to use Machine Learning methods, but also why these methods work, providing the strong foundational background you’ll need in practice.