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 long-awaited follow-up to the international bestsellers, Business Model Generation and Value Proposition Design

Alex Osterwalder and Yves Pigneurs' Business Model Canvas changed the way the world creates and plans new business models. It has been used by corporations and startups and consultants around the world and is taught in hundreds of universities. After years of researching how the world's best companies develop, test, and scale new business models, the authors have produced their ...

The derivation of structural information from spectroscopic data is now an integral part of organic chemistry courses at all Universities. A critical part of any such course is a suitable set of problems to develop the students' understanding of how organic structures are determined from spectra. The book builds on the very successful teaching philosophy of learning by hands-on problem solving; carefully graded examples build confidence and develop and consolidate a student's understanding of...

Essential knowledge of International Financial Reporting Standards for students of global accounting This important work provides the tools global accounting students need to understand international financial reporting standards (IFRS) and how they are applied in practice. This text emphasizes fair value, proper accounting for financial instruments, and new developments in international accounting. By presenting IFRS in light of current accounting practice, this book helps students gain prac...

Microeconomics, 6th Edition gives students the most effective approach for learning microeconomic tools and concepts. This text provides an accessible, integrated structure with numerous practice problems, exercises, and engaging applications. Worked-out Learning-by-Doing problems, mathematical and graphical data, and verbal explanations enable business and economics majors to recognize significant data, patterns, and trends.

"Materials Science and Engineering: An Introduction" promotes student understanding of the three primary types of materials (metals, ceramics, and polymers) and composites, as well as the relationships that exist between the structural elements of materials and their properties. The 10th edition provides new or updated coverage on a number of topics, including: the Materials Paradigm and Materials Selection Charts, 3D printing and additive manufacturing, biomaterials, recycling issues and the...

Develop business understanding through real-life examples and latest developments in the field Procurement and Supply Chain Management, 10th Edition, by Farrington is the most comprehensive and accessible textbook on procurement and supply chain management currently available. It is the ideal textbook for those aspiring to be leaders in the profession, and for those who are engaged in professional studies for the Chartered Institute of Procurement and Supply examinations (at both the found...

For courses in chemistry. Nivaldo Tro's Chemistry: A Molecular Approach presents chemistry visually through multi-level images-macroscopic, molecular, and symbolic representations ? to help students see the connections between the world they see around them, the atoms and molecules that compose the world, and the formulas they write down on paper. Interactive, digital versions of selected worked examples instruct students how to break down problems using Tro's unique "Sort, Strategise, Solve,...

Business Psychology and Organizational Behaviour introduces principles and concepts in psychology and organizational behaviour with emphasis on relevance and applications. Well organised and clearly written, it draws on a sound theoretical and applied base, and utilizes real-life examples, theories, and research findings of relevance to the world of business and work. The new edition of this best-selling textbook has been revised and updated with expanded and new material, including: proactiv...