James McCaffrey leads you through the fundamental concepts of neural networks, including their architecture, input-output, tanh and softmax activation, back-propagation, error and accuracy, normalization and encoding, and model interpretation. Although most concepts are relatively simple, there are many of them, and they interact with each other in...
Today we are witnessing an increased use of data visualization in society. Across domains such as work, education and the news, various forms of graphs, charts and maps are used to explain, convince and tell stories. In an era in which more and more data are produced and circulated digitally, and digital tools make visualization production increasi...
Inferring and Explaining is a book in practical epistemology. It examines the notion of evidence and assumes that good evidence is the essence of rational thinking. Evidence is the cornerstone of the natural, social, and behavioral sciences. But it is equally central to almost all academic pursuits and, perhaps most importantly, to the basic need t...
Most contemporary digital studies are interested in distant-reading paradigms for large-scale literary history. This book asks what happens when such telescopic techniques function as a microscope instead. The first monograph to bring a range of computational methods to bear on a single novel in a sustained fashion, it focuses on the award-winning ...
Happiness and Utility brings together experts on utilitarianism to explore the concept of happiness within the utilitarian tradition, situating it in earlier eighteenth-century thinkers and working through some of its developments at the end of the nineteenth and beginning of the twentieth centuries. Drawing on a range of philosophical and historic...
The ideal reader for this book will be quantitatively literate and has a basic understanding of statistical concepts and R programming. The student should have a basic understanding of statistical inference such as contained in "Statistical inference for data science". The book gives a rigorous treatment of the elementary concepts of regr...
This open access book provides a detailed exploration of the British media coverage of the press reform debate that arose from the News of the World phone hacking scandal and the Leveson Inquiry. Gathering data from a content analysis of 870 news articles, Ogbebor shows how journalists cover debates on media policy and illustrates the impact of the...
Previously, artificial neural networks have been used to capture only the informal properties of music. However, cognitive scientist Michael Dawson found that by training artificial neural networks to make basic judgments concerning tonal music, such as identifying the tonic of a scale or the quality of a musical chord, the networks revealed formal...
This open access book explores the amazing similarity between paths taken by people and many other things in life, and its impact on the way we live, teach and learn.
Offering insights into the new scientific field of paths as part of the science of networks, it entertainingly describes the universal nature of paths in large networked structures. ...
This open book promotes the idea that all media types are multimodal and that comparing media types, through an intermedial lens, necessarily involves analysing these multimodal traits. The collection includes a series of interconnected articles that illustrate and clarify how the concepts developed in Elleström's influential article The Moda...
This open book promotes the idea that all media types are multimodal and that comparing media types, through an intermedial lens, necessarily involves analysing these multimodal traits. The collection includes a series of interconnected articles that illustrate and clarify how the concepts developed in Elleström's influential article The Moda...
This open volume of the AIDA Europe Research Series on Insurance Law and Regulation offers the first comprehensive legal and regulatory analysis of the Insurance Distribution Directive (IDD). The IDD came into force on 1 October 2018 and regulates the distribution of insurance products in the EU. The book examines the main changes accompanying the ...
This open book describes and reviews the development of the quality control mechanisms and methodologies associated with IEA's extensive program of educational research. A group of renowned international researchers, directly involved in the design and execution of IEA's international large-scale assessments (ILSAs), describe the operatio...
This open book takes a critical and international perspective to the mainstreaming of the Global Citizenship Concept and analyses the key issues regarding global citizenship education across the world. In that respect, it addresses a pressing need to provide further conceptual input and to open global citizenship agendas to diversity and indigeneit...
This open book offers comprehensive information on Wang Yang-ming's life, helping readers identify and grasp the foundations on which his philosophy was established. Though a great man, Wang had an extremely difficult life, full of many hardships. Based on various official histories, Wang's own writings, and his disciples' records, t...
Arriving in the remote Arnhem Land Aboriginal settlement of Oenpelli (Gunbalanya) in 1925, Alf and Mary Dyer aimed to bring Christ to a former buffalo shooting camp and an Aboriginal population many whites considered difficult to control. The Bible in Buffalo Country: Oenpelli Mission 1925 - 1931 represents a snapshot of the tumultuous first six ye...
In Horos, Thea Potter explores the complex relationship between classical philosophy and the 'horos', a stone that Athenians erected to mark the boundaries of their marketplace, their gravestones, their roads and their private property. Potter weaves this history into a meditation on the ancient philosophical concept of horos, the foundat...
When most people think of piracy, they think of Bittorrent and The Pirate Bay. These public manifestations of piracy, though, conceal an elite worldwide, underground, organized network of pirate groups who specialize in obtaining media - music, videos, games, and software - before their official sale date and then racing against one another to rele...
Deep learning is often viewed as the exclusive domain of math PhDs and big tech companies. But as this hands-on guide demonstrates, programmers comfortable with Python can achieve impressive results in deep learning with little math background, small amounts of data, and minimal code. How? With fastai, the first library to provide a consistent inte...
The third installment of the 'European Public Investment Outlook' series is an important and timely publication that draws together recent analyses to recommend significant increases in public investment in green ventures. Compelling data from key economists affiliated with international organizations like the International Monetary Fund,...