As machine learning is increasingly leveraged to find patterns, conduct analysis, and make decisions - sometimes without final input from humans who may be impacted by these findings - it is crucial to invest in bringing more stakeholders into the fold. This book of Python projects in machine learning tries to do just that: to equip the developers ...
Extremely versatile and popular among developers, Python is a good general-purpose language that can be used in a variety of applications. For those with an understanding of English, Python is a very humanreadable programming language, allowing for quick comprehension. Because Python supports multiple styles including scripting and object-oriented ...
The Biopython Project is an international association of developers tools for computational molecular biology. Python is an object oriented, interpreted,flexible language that is becoming increasingly popular for scientific computing. Python is easy to learn, hasa very clear syntax and can easily be extended with modules written in C, C++ or FORTRA...
Fifty years have passed since the first Earth Day, on 22 April 1970. This accessible, incisive and timely collection of essays brings together a diverse set of expert voices to examine how the Earth's environment has changed over this past half century, and what lies in store for our planet over the coming fifty years.
Earth 2020: An Inside...
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...
In this offers a methodological response to recent efforts by scholars in rhetoric and composition/writing studies to account for patterns indicative of the discipline's maturation. Influenced by work on distant reading and thin description, this monograph attends to forms of knowledge newly available via computationally mined, aggregated data...
he World Wide Web has now been in use for more than 20 years. From early browsers to today's principal source of information, entertainment and much else, the Web is an integral part of our daily lives, to the extent that some people believe 'if it's not online, it doesn't exist.' While this statement is not entirely true, ...
Leading Cities is a global review of the state of city leadership and urban governance today. Drawing on research into 202 cities in 100 countries, the book provides a broad, international evidence base grounded in the experiences of all types of cities. It offers a scholarly but also practical assessment of how cities are led, what challenges thei...
Games are increasingly becoming the focus for research due to their cultural and economic impact on modern society. However, there are many different types of approaches and methods than can be applied to understanding games or those that play games. This book provides an introduction to various game research methods that are useful to students in ...
The idea that the digital age has revolutionized our day-to-day experience of the world is nothing new, and has been amply recognized by cultural historians. In contrast, Stephen Robertson's BC: Before Computers is a work which questions the idea that the mid-twentieth century saw a single moment of rupture. It is about all the things that we ...
This ground-breaking collection of essays examines the scope and consequences of digital vigilantism - a phenomenon emerging on a global scale, which sees digital audiences using social platforms to shape social and political life. Longstanding forms of moral scrutiny and justice seeking are disseminated through our contemporary media landscape, an...
The figures are eye-opening: more than 1.6 billion works on 9 million websites are licensed under Creative Commons (CC). These materials constitute an extraordinarily rich repository for teaching, learning, sharing, and creative reuse. Knowing your way around CC will help you make the most of the Open Access (OA) and open educational resources (OER...
This open book explores the role of the ILO (International Labour Organization) in building global social governance from multiple and mutually complementary perspectives. It explores the impact of this UN´s oldest agency, founded in 1919, on the transforming world of work in a global setting, providing insights into the unique history and functio...
This open book introduces a general framework that allows natural language researchers to enhance existing competence theories with fully specified performance and processing components. Gradually developing increasingly complex and cognitively realistic competence-performance models, it provides running code for these models and shows how to fit t...
This open book explores the experience of working as a craftsperson or designer maker in the contemporary creative economy. The authors utilise evidence from the only major empirical study to explore the skills required and the challenges facing contemporary makers in an increasingly crowded marketplace. Drawing upon 180 interviews with peak organi...
This open access short reader looks into the dynamics which have reshaped rural development and human landscapes in European agriculture and the role of immigrant people. Within this framework it analyses contemporary rural migrations and the emergence of immigrants in relation to the incorporation of agrarian systems into global markets, the Europ...
This book is a valuable resource for policymakers and practitioners as it brings insights mainly from developing countries where relatively less research activity takes place. It is also a valuable resource for courses in mathematics education in the teacher education colleges, and departments of education in the sub-Saharan Africa region.
In th...
Small Canadian cities confront serious social issues as a result of the neoliberal economic restructuring practiced by both federal and provincial governments since the 1980s. Drastic spending reductions and ongoing restraint in social assistance, income supports, and the provision of affordable housing, combined with the offloading of social respo...
Effective Research Data Management (RDM) is a key component of research integrity and reproducible research, and its importance is increasingly emphasised by funding bodies, governments, and research institutions around the world. However, many researchers are unfamiliar with RDM best practices, and research support staff are faced with the difficu...
What is the future when more and more work can be done by intelligent machines instead of people, or only done by people in partnership with those machines? What happens to workers, and what happens to the companies that depend on their purchasing power? What's the future of business when technology-enabled networks and marketplaces are better...
Modern science communication has emerged in the twentieth century as a field of study, a body of practice and a profession - and it is a practice with deep historical roots. We have seen the birth of interactive science centres, the first university actions in teaching and conducting research, and a sharp growth in employment of science communicato...
This open book offers essential information on values-based practice (VBP): the clinical skills involved, teamwork and person-centered care, links between values and evidence, and the importance of partnerships in shared decision-making. Different cultures have different values; for example, partnership in decision-making looks very different, from...
This open book presents case studies of twelve organisations which the public have come to view as institutions. From the BBC to Doctors Without Borders, from the Amsterdam Concertgebouw Orchestra to CERN, this volume examines how some organisations rise to prominence and remain in high public esteem through changing and challenging times. It build...
This open book attends to the co-creation of digital public services for ageing societies. Increasingly public services are provided in digital form; their uptake however remains well below expectations. In particular, amongst older adults the need for public services is high, while at the same time the uptake of digital services is lower than the ...
This open book explores how biometric data is increasingly flowing across borders in order to limit, control and contain the mobility of selected people, namely criminalized populations. It introduces the concept of bio-bordering, using it to capture reverse patterns of bordering and ordering practices linked to transnational biometric data exchang...
The essays in this open access volume identify the key ingredients for success in capitalizing on public investments in scientific projects and the development of large-scale research infrastructures.Investment in science – whether in education and training or through public funding for developing new research tools and technologies – is a cruc...
This open book have three themes have been central to Leydesdorff's research: (1) the dynamics of science, technology, and innovation; (2) the scientometric operationalization of these concept; and (3) the elaboration in terms of a Triple Helix of university-industry-government relations. In this study, I discuss the relations among these them...
While the rise of social protection in the global North has been widely researched, we know little about the history of social protection in the global South. This open book investigates the experiences of four middle-income countries - Brazil, India, China and South Africa - from 1920 to 2020, analysing if, when, and how these countries articulate...
This open book reviews the water-agro-food and socio-eco-system of the Seine River basin (76,000 km2), and offers a historical perspective on the river's long-term contamination. The Seine basin is inhabited by circa 17 million people and is impacted by intensive agricultural practices and industrial activities. These pressures have gradually ...
This open book focuses on the issue of sustainability standards from the perspective of both global governance frameworks and emerging economies. It stems from the recognition that the accelerated pace of economic globalization has generated production and consumption patterns that are generating sustainability concerns. Sustainability standards (a...
This open brief provides a systematic analysis of current trends and requirements in the areas of knowledge and competence in the context of the project "(A) Higher Education Digital (AHEAD) - International Horizon Scanning / Trend Analysis on Digital Higher Education." It examines the latest developments in learning theory, didactics, an...
The world is currently undergoing an historic energy transition, driven by increasingly stringent decarbonisation policies and rapid advances in low-carbon technologies. The large-scale shift to low-carbon energy is disrupting the global energy system, impacting whole economies, and changing the political dynamics within and between countries.This ...