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
Автор: Vadim Smolyakov
Издательство: Manning Publications
Год: 2023
Страниц: 550
Язык: английский
Формат: epub
Размер: 41.6 MB
In Machine Learning Algorithms in Depth you’ll explore practical implementations of dozens of ML algorithms including. Machine Learning Algorithms in Depth dives into the design and underlying principles of some of the most exciting Machine Learning (ML) algorithms in the world today. With a particular emphasis on probability-based algorithms, you’ll learn the fundamentals of Bayesian inference and Deep Learning. Understanding ML algorithms from scratch will help you choose the right algorithm for the task, explain the results, troubleshoot advanced problems, extend an algorithm to a new application, and improve performance of existing algorithms. Some of the prerequisites for reading this book include basic level of programming in Python and intermediate level of understanding of linear algebra, applied probability and multivariate calculus.