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...

Intended for the absolute beginner, Introducing Phonetics and Phonology requires no previous background in linguistics, phonetics or phonology. Starting with a grounding in phonetics and phonological theory, the book provides a base from which more advanced treatments may be approached. It begins with an examination of the foundations of articulatory and acoustic phonetics, moves on to the basic principles of phonology and ends with an outline of some further issues within contemporary phonol...

Covering the entire research process - from theory through data collection and analysis to writing up the project - this book offers an easy-to-follow introduction to qualitative methods in nursing and healthcare.

Cognitive Psychology is a thorough, clear introduction to the study of cognition, providing insight into the many psychological and physiological aspects of human behaviour. Fully updated with the latest research in this fascinating field, the text guides students through all the major sub-disciplines and key concepts to help them develop a comprehensive understanding of the complex relationships between mind, brain and behaviour. Through the authors' international approach and emphasis on re...

This book shows trainees what they need to know to teach all areas of primary grammar. It explains how to support more able children and outlines what good teaching of each part of grammar looks like in the classroom.

Little Guide for Teachers: Supporting Behaviour in the Classroom inspires you to rethink how you manage behaviour. Using the authors' tried and tested approach, this book encourages you to manage mood as a preventative strategy for disruptive behaviour.

The Mom Test is a quick, practical guide that will save you time, money, and heartbreak.

They say you shouldn't ask your mom whether your business is a good idea, because she loves you and will lie to you. This is technically true, but it misses the point. You shouldn't ask anyone if your business is a good idea. It's a bad question and everyone will lie to you at least a little . As a matter of fact, it's not their responsibility to tell you the truth. It's your responsibility to find it and...

The classic groundbreaking text for understanding organizational theory in the sport industry is back in an extensively revised new edition. With an added emphasis on organizational behavior and practical applications of the theory, Understanding Sport Organizations: Applications for Sport Managers, Third Edition, provides a logical progression to understanding the many components of and processes in sport organizations. Readers will gain a strong theoretical foundation while learning how it ...

Program Evaluation: Embedding Evaluation into Program Design and Development provides an in-depth examination of the foundations, methods, and relevant issues in the field of evaluation. With an emphasis on an embedded approach, where evaluation is an explicit part of a program that leads to the refinement of the program, students will learn how to conduct effective evaluations that foster continual improvement and enable data-based decision making. This text provides students with both the t...