This book targets an audience with a basic understanding of deep learning, its architectures, and its application in the multimedia domain. Background in machine learning is helpful in exploring various aspects of deep learning. Deep learning models have a major impact on multimedia research and raised the performance bar substantially in many of the standard evaluations. Moreover, new multi-modal challenges are tackled, which older systems would not have been able to handle. However, it is very difficult to comprehend, let alone guide, the process of learning in deep neural networks, there is an air of uncertainty about exactly what and how these networks learn. By the end of the book, the readers will have an understanding of different deep learning approaches, models, pre-trained models, and familiarity with the implementation of various deep learning algorithms using various frameworks and libraries.

An illustrated look at corals and the reefs they build around the world, and the causes and dire consequences of their rapid disappearance

Contemporary Management 12e mirrors the changes taking place in today's management practice by incorporating recent developments in management theory and research. It provides current examples of how managers of companies, large and small, address the challenges and opportunities they face and how they can effectively meet them. A hallmark strength of the product is how the authors infuse real managers who seize opportunities, overcome challenges, and effectively manage and lead their organizations in their Manager as a Person feature. Seamlessly integrated into the narrative is the boxed material.

This book - composed of two volumes - explores the syntactical constructs of the most common programming languages, and sheds a mathematical light on their semantics, providing also an accurate presentation of the material aspects that interfere with coding.

The use of MATLAB® in clinical Medical Physics is continuously increasing, thanks to new technologies and developments in the field. However, there is a lack of practical guidance for students, researchers, and medical professionals on how to incorporate it into their work.

This is the decade for climate action. Internal and external stakeholders demand action. How we choose to act in the next ten years will determine our foreseeable future.

This book presents a new, story-based approach to cinematic coverage and storytelling in film and video. It breaks from the conventional idea that shots are the fundamental unit of filmmaking, instead exploring the specifics of determining coverage. Keyframes in patterns are introduced, delivering scripted material in a context-rich presentation that supports the storytelling.

Join James Crowden as he embarks on a journey to distil the origins of England's most ancient drink, uncovering a rich culture and philosophy that has united farmer, maker and drinker for millenia. Cider has been at the heart of English country life for hundreds of years. But the story of how this drink came into existence and why it became so deeply rooted in the nation's psyche has never been told. In order to answer these questions, James Crowden traces a history stretching back to the ancient civilisations of Central Asia and the Mediterranean, locating the paradise apple before it landed on Western shores. After its arrival in England, the exotic fruit was first embraced by Monastic communities; monks were some of the earliest cider makers and planted some of the oldest orchards. But the English love-affair with Cider fully blossomed after the reformation, when the thirst for knowledge about the drink was at its peak. The English Cider drinker has never been far from...

An utterly compelling, wickedly sharp narrative history of one of the strangest countries in Europe, by the bestselling author of Dictatorland.

Chemistry? No problem!