Название: Machine Learning Algorithms in Depth (MEAP v3)
Автор: Vadim Smolyakov
Издательство: Manning Publications
Год: 2023
Страниц: 186
Язык: английский
Формат: pdf, epub
Размер: 11.97 MB
Machine Learning Algorithms in Depth dives deep into the how and the why of Machine Learning algorithms. For each category of algorithm, you’ll go from math-first principles to a hands-on implementation in Python. You’ll explore dozens of examples from across all the fields of Machine Learning, including finance, computer vision, NLP, and more. Each example is accompanied by worked-out derivations and details, as well as insightful code samples and graphics. By the time you’re done reading, you’ll know how major algorithms work under the hood—and be a better Machine Learning practitioner for it. This book will take you on a journey from mathematical derivation to software implementation of some of the most intriguing algorithms in ML. 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. My goal in writing this book is to distill the science of ML and present it in a way that will convey intuition and inspire the reader to self-learn, innovate and advance the field.