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...

Internationally recognised as one of the leading texts in its field, this volume offers a comprehensive introduction to vocabulary for language teachers who would like to know more about the way vocabulary works. Two leading specialists make research and theory accessible, providing the background knowledge necessary for practitioners to make informed choices about vocabulary teaching and testing. This second edition retains the popular format of the first edition, and has been rewritten to t...

This volume seeks to explain the political economy of the Abe government and the so-called 'Abenomics' economic policies. The Abe government represents a major turning point in postwar Japanese political economy. In 2019, Abe became the longest serving Prime Minister in Japanese history.

Abe's government stood out not only for its longevity, but also for its policies. Abe came to power promising to reinvigorate Japan's economy under the banner of Abenomics. He pursed a host of structural refo...

A lively introduction to morphology, this textbook is intended for undergraduates with relatively little background in linguistics. It shows students how to find and analyze morphological data and presents them with basic concepts and terminology concerning the mental lexicon, inflection, derivation, morphological typology, productivity, and the interfaces between morphology and syntax on the one hand and phonology on the other. By the end of the text students are ready to understand morpholo...

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

To this day, Japan's modern ascendancy challenges many assumptions about world history, particularly theories regarding the rise of the west and why the modern world looks the way it does. In this engaging new history, Brett L. Walker tackles key themes regarding Japan's relationships with its minorities, state and economic development, and the uses of science and medicine.

The book begins by tracing the country's early history through archaeological remains, before proceeding to explore life...

With a new author team contributing decades of practical experience, this fully updated second edition textbook summarises the most critical decisions, techniques and steps in creating effective forecasting models. Includes all new theoretical and practical exercises geared at guiding students through the steps of creating forecasting models on their own.

Kant is the central figure of modern philosophy. He sought to rebuild philosophy from the ground up, and he succeeded in permanently changing its problems and methods. This revised edition of the Prolegomena, which is the best introduction to the theoretical side of his philosophy, presents his thought clearly by paying careful attention to his original language.

Also included are selections from the Critique of Pure Reason, which fill out and explicate some of Kant's central arguments (inclu...

Essential BULATS is for anyone preparing to take the BULATS test (Business Language Testing Service) and can be used at home or in class. The book is organised by paper type and covers all parts of the BULATS test. Practice material prepares students for each part of the test, and this is followed by a sample practice test section from Cambridge ESOL which offers the most authentic test preparation available.

An Introduction to Museum Archaeology provides a comprehensive survey and synthesis of all aspects of current museum practice in relation to the discipline of archaeology. Drawing heavily on examples it deconstructs the different challenges posed by trying to tell archaeological stories in museum buildings, and on related sites. The final section sums up the state of museum archaeology in the early 21st century and discusses the major issues it is currently confronting.

There is also a detail...