The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. These topics are traditionally taught in disparate courses, making it hard for data science or computer science students, or professionals, to efficiently learn the mathematics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematica...

The 18th edition of Daniel Jones's classic work is the definitive guide to contemporary English pronunciation. This new and fully updated edition contains over 230,000 pronunciations of words, names and phrases. In addition, it includes lively essays on aspects of pronunciation by leading experts in the field, a phonetics and phonology glossary and notes explaining the relationship between spellings and sounds

An updated new edition that provides detailed descriptions of important text varieties in English along with methodological techniques to carry out analyses of them, including conversation, newspaper writing, academic prose and social media. Each chapter ends with activities for the reader to apply and practice the analyses they read about.

Now in its second edition, A Textbook of Cultural Economics is an established resource for many courses, including economics of the arts, the cultural and media industries, and the digital creative economy. Authored by Ruth Towse, a widely recognised expert in cultural economics, the book offers a comprehensive, up-to-date overview and analysis of the field in the digital era. Written in an accessible style, and with suggestions for further reading, it covers a range of topics, from the more ...

This book analyzes the development of the Israeli economy in its historical context. It shows how the ideology of the dominant group in the Zionist movement led to the development of agriculture, thus meeting the preconditions for successful industrialization. Remarkable, if uneven, growth has taken place, with increasing allocations for defense.

Regional isolation led to the emphasis on high-quality exports for developed markets that has stimulated the technological base. Israel has benefite...

Ten engaging personal histories introduce readers to what it was like to live in and with the most powerful political machine ever created: the Chinese Communist Party. Detailing the life of ten people who led or engaged with the Chinese Communist Party, one each for one of its ten decades of its existence, these essays reflect on the Party's relentless pursuit of power and extraordinary adaptability through the transformative decades since 1921. Demonstrating that the history of the Chinese ...