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...

The law that regulates armed conflicts is one of the oldest branches of international law, and yet continues to be one of the most dynamic areas of law today. This book provides an accessible, scholarly, and up-to-date examination of international humanitarian law, offering a comprehensive and logical discussion and analysis of the law. The book contains detailed examples, extracts from relevant cases, useful discussion questions, and a recommended reading list for every chapter.

Emerging tre...

Written by one of the world's leading international lawyers, this is the new and updated edition of Jan Klabbers' landmark textbook. International law can be defined as 'the rules governing the legal relationship between nations and states', but in reality it is much more complex, with political, diplomatic and socio-economic factors shaping the law and its application. This refreshingly clear, concise textbook encourages students to view international law as a dynamic system of organising th...

This textbook examines the scientific underpinnings of multimedia learning and is well-suited to graduate and undergraduate courses in psychology, education, computer science, communication, instructional design, and game design. It lays out a cognitive theory of multimedia instruction and principles for designing effective multimedia messages.

Skills for Effective Writing teaches these skills, such as coherence and using sources, and offers extensive practice opportunities. When students master discrete skills, all of their writing improves. This allows teachers to focus their time and feedback on the content of student work.

Now revised and containing three new chapters, this book provides an accessible introduction to the fundamental problems in the theory of knowledge. Written primarily for students taking a first course in epistemology, it will be of interest to anyone wanting to know more about this important area of philosophy.

This book provides an accessible guide to concepts in language testing and the testing of specific skills and systems. It combines theory and practical recommendations to help teachers understand the principles of testing and how they can be applied, supporting them to write better tests. The third edition has been extensively revised and updated to reflect recent developments in the field, while retaining the straightforward approach that made the earlier editions essential reading for train...

As international organizations become ever more prominent in global politics it is increasingly urgent to understand their power, their limits, and their effects. Now in its fourth edition, this leading textbook provides the definitive introduction to modern international organizations, from the legal charters of their beginnings, to the issues they engage with in the contemporary world. In his analysis of the United Nations, the World Trade Organization, the International Criminal Court and ...

Designed for students with no prior experience in linguistics, this is an engaging guide to the rich variety and typology of world languages. This third edition has been updated with new problem sets, an updated glossary and index, and a new section on linguistic cartography.