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...

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...

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...

Still the most widely used comprehensive resource in orthopaedic surgery, Campbell's Operative Orthopaedics is an essential reference for trainees, a trusted clinical tool for practitioners, and the gold standard for worldwide orthopaedic practice. Unparalleled in scope and depth, this 14th Edition contains updated diagnostic images, practical guidance on when and how to perform every procedure, and rapid access to data in preparation for surgical cases or patient evaluation. Drs. Frederick M...

Most information systems textbooks overwhelm business students with overly technical information they may not need in their careers. This textbook takes a new approach to the required information systems course for business majors. For each topic covered, the text highlights key "Take-Aways" that alert students to material they will need to remember during their careers.

Sections titled "Where You Fit In" and "Why This Chapter Matters" explain how the topics being covered will impact students...

Air Transport Management: An International Perspective provides in-depth instruction in the diverse and dynamic area of commercial air transport management. The 2nd edition has been extensively revised and updated to reflect the latest developments in the sector. The textbook includes both introductory reference material and more advanced content so as to provide a solid foundation in the core principles and practices of air transport management.

This 2nd edition includes a new chapter on air...

First published in French in 1943, Jean-Paul Sartre's L'Etre et le Neant is one of the greatest philosophical works of the twentieth century. In it, Sartre offers nothing less than a brilliant and radical account of the human condition. The English philosopher and novelist Iris Murdoch wrote to a friend of "the excitement - I remember nothing like it since the days of discovering Keats and Shelley and Coleridge".

This new translation, the first for over sixty years, makes this classic work of...

English is the dominant language of international business relations, and a good working knowledge of the language is essential for today's legal or business professional. This book provides a highly practical approach to the use of English in commercial legal contexts, and covers crucial law terminology and legal concepts. Written with the needs of both students and practitioners in mind, this book is particularly suitable for readers whose first language is not English but need to use Engli...

Innovation contributes to corporate competitiveness, economic performance and environmental sustainability. In the Internet era, innovation intelligence is transferred across borders and languages at an unprecedented rate, yet the ability to benefit from it seems to become more divergent among different corporations and countries. How much an organization can benefit from innovation largely depends on how well innovation is managed in it.

Thus, there is a discernible increase in interest in t...