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.

A grammar reference and practice book for learners of English at advanced (CEFR C1-C2) level. Perfect for self-study, but also ideal for supplementary activities in the classroom. This fourth edition is the highest level in a series that has been used by millions of language learners and teachers around the world.

It contains 105 units, including five new units on grammar for academic purposes. Online resources are also included: a 36-month subscription to the eBook version with audio and ans...

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 ...