This book is written for software product teams that use AI to add intelligent models to their products or are planning to use it. As AI adoption grows, it is becoming important that all AI driven products can demonstrate they are not introducing any bias to the AI-based decisions they are making, as well as reducing any pre-existing bias or discrimination. The responsibility to ensure that the AI models are ethical and make responsible decisions does not lie with the data scientists alone. The product owners and the business analysts are as important in ensuring bias-free AI as the data scientists on the team. This book addresses the part that these roles play in building a fair, explainable and accountable model, along with ensuring model and data privacy. Each chapter covers the fundamentals for the topic and then goes deep into the subject matter - providing the details that enable the business analysts and the data scientists to implement these fundamentals. AI research is one of the most active and growing areas of computer science and statistics. This book includes an overview of the many techniques that draw from the research or are created by combining different research outputs. Some of the techniques from relevant and popular libraries are covered, but deliberately not drawn very heavily from as they are already well documented, and new research is likely to replace some of it.

Patrick Riordan takes a different approach to the questions of global ethics by following the direction of questioning initially pioneered by Aristotle. For him the most basic question of ethics is 'What is the Good Life?' So in the context of contemporary global ethics the Aristotelian questioner wonders about the good life on a global scale. "Global Ethics and Global Common Goods" fills a gap caused by the neglect of the topic of the good in global ethics.Beginning by outlining answers to questions such as 'What is Good?' and 'Is there a highest good?', chapters follow on to demonstrate the value of a common good perspective in matters of universal human rights and their institutions and practices, the study of international relations and the construction of global institutions, debates about global justice between cosmopolitanism and nationalism and other forms of particularism, and of course debates about globalisation in economic affairs. Philosophical questions provoked by these debates are identified and pursued, such as the question of a common human nature which seems presupposed by the language of universal rights. The possibilities for politics on a world scale are part of the literature of the relevant disciplines, but the perspective of the common good adds a new and distinctive dimension to those debates. The concerns for global security and the challenges of managing conflict are also shown to benefit from a rereading in terms of the goods in common between participants in global political affairs.

Contemporary debates on free will are numerous and multifaceted. According to compatibilists, it is possible for an agent to be determined in all her choices and actions and still be free. Incompatibilists, on the other hand, think that the existence of free will is incompatible with the truth of determinism. There are also two dominant conceptions of the nature of free will. According to the first, it is primarily a function of being able to do otherwise than one in fact does. The second approach focuses on issues of sourcehood, holding that free will is primarily a function of an agent being the source of her actions in a particular way. This book guides the student through all these debates, demarcating the different conceptions of free will, exploring the relationships between them, and examining how they relate to the debate between compatibilists and incompatibilists. In the process, it addresses a number of other views, including revisionism and free will scepticism. This is the ideal introduction to the contemporary debates for students at all levels.

The variety of approaches to the concept of trust in philosophy reflects the fact that our worries are diverse, from the Hobbesian concern for the possibility of rational cooperation to Wittgenstein's treatment of the place of trust in knowledge. To speak of trust is not only to describe human action but also to take a perspective on it and to engage with it. Olli Lagerspetz breathes new life into the philosophical debate by showing how questions about trust are at the centre of any in-depth analyses of the nature of human agency and human rationality and that these issues, in turn, lie at the heart of philosophical ethics. Ideal for those grappling with these issues for the first time, Trust, Ethics and Human Reason provides a thorough and impassioned assessment of the concept of trust in moral philosophy.

This book analyses the features and functionality of the relationship between the law, individual or collective values and medical-scientific evidence when they have to be interpreted by judges, courts and para-jurisdictional bodies. The various degrees to which scientific data and moral values have been integrated into the legal discourse reveal the need for a systematic review of the options and solutions that judges have elaborated on. In turn, the book presents a systematic approach, based on a proposed pattern for classifying these various degrees, together with an in-depth analysis of the multi-layered role of jurisdictions and the means available to them for properly handling new legal demands arising in plural societies. The book outlines a model that makes it possible to focus on and address these issues in a sustainable manner, that is, to respond to individual requests and technological advances in the field of biolaw by consistently and effectively applying suitable legal instruments and jurisdictional interpretation.