This introduction presents an overview of the key concepts discussed in the subsequent chapters of this book. The book investigates the history of leprosy in eighteenth-century Suriname and the early colonial framing of the disease in the context of the slave economy. It describes 'white' medical perspectives and practices as contrasted with a bottom-up perspective of 'black' beliefs and practices. The book presents a reorganization of leprosy care in a modernizing colonial state. Modernization included both an emphasis on medical treatment and humanitarian care in new leprosy asylums and a new political accommodation in which the Protestants joined the Catholics in leprosy care. The book also investigates the care and treatment of leprosy in the modern era and questions how and to what extent disciplining sufferers in modern asylums took place and succeeded.

Chapter One examines Labour involvement in the wartime Coalition government and Ministerial access to and use of intelligence. It argues that the Second World War provided an important opportunity for future Ministers in the post-war government to gain knowledge and experience of handling and using intelligence. Within months of the coalition’s formation, Labour Ministers had access to the fruits of British codebreaking. Further, the chapter also suggests that this experience ended any lingering animosity that resulted from the Zinoviev Letter Affair. The chapter places particular emphasis on Attlee’s wartime experiences and provides examples of his use of intelligence and early views on it. It also looks at Labour involvement with the Special Operations Executive (SOE) and Party attempts to add an ideological facet to British special operations in Europe under Hugh Dalton, Minister of Economic Warfare until 1942. Beyond intelligence and special operations, Labour involvement with intelligence and security extended to the domestic front with Herbert Morrison, appointed Home Secretary in November 1940. Already a fierce opponent of British Communists, he received the product of MI5’s surveillance of the Communist Party of Great Britain and provided the Cabinet with information warning of Communist espionage.

With Anatomie de l'enfer, Catherine Breillat completed what she has called her 'decalogue', closing a cycle of ten films that are mostly about women's struggle to overcome shame at the sight of their own sexuality. Breillat has been a leading light among an ever-increasing number of French female directors who are using the medium of film to explore women's desires. Continuing in the tradition of fore-mothers Agnes Varda and Marguerite Duras, Breillat's films have an affinity with those of her contemporary cinematic sisters, including Claire Denis, Virginie Despentes, Daniele Dubroux, Jeanne Labrune and Brigitte Rouan. Two other women with whom Breillat's name is often linked are Virginie Despentes and Coralie Trinh Thi, directors of the film Baisemoi based on Despentes' 1994 novel. Breillat's heroines have come to the kind of revenge is the largely symbolic deaths of the men at the end of Romance and Une vraie jeune fille.

The present chapter discusses the linguistic representation of, and reference to, individuals. Individuals were introduced in Chapters 2 and 3 as particulars – entities individuated by time and space – alongside events. The overarching question guiding this chapter is how to study the domain of reference to individuals in particular languages. The mention of particular languages in this formulation targets language documentation, description, and typology. However, I believe that the methods and tools discussed in this chapter will also be of use to students of child language, psycholinguists, and researchers engaging in corpus-based studies. The discussion begins by examining the types of concepts that populate the nominal domain (Sections 8.1–8.3). It then pivots to surveying the role of reference to individuals in the grammars of languages (Sections 8.4 and 8.5) and crosslinguistic variation in the lexicalization of the domain (Section 8.6) and concludes with a review of tools and methods for the exploration of the nominal domain (Section 8.7).

In introducing the key concerns of the book, this chapter opens by examining the implications of the term ‘popular’ as it has normally been applied to television in the UK, USA and Western Europe, drawing on the work of Stuart Hall and others. It suggests that normative definitions of popular television describe forms of programming involving large audiences, offering culture of or for ‘the people’ which seemingly ‘gives ordinary people what they want’, echoing the rise of individual consumers making taste choices, embodying a set of power relations and implicitly supporting nationhood. Drawing on examples from subsequent chapters, this introduction then considers the problems involved in attempting to apply these definitions to television produced in Europe under authoritarian control, concluding that many normative Western assumptions cannot properly be applied here and that grounds for considering programmes to be ‘popular’ must be modified in various ways as a result. The chapter concludes by explaining the organisation of the book.

Writing in 1940, Robert Graves and Alan Hodge asserted that at the Armistice 'there were no scenes in the trenches even remotely resembling those that took place at home. Most middle-class men tended to portray themselves as spectators to the celebrations, rather than as active participants. Shifting attention for a moment north of the border, for example, Thomas Livingstone noted in his diary that on 11 November there were 'Great scenes in Glasgow. It was often servicemen, rather than civilians, who were perceived as indulging in the wildest celebrations on the home front. As Adrian Gregory points out, most families were able greet the news of the Armistice with the relief of knowing that loved ones would be returning home from the war. Many middle-class civilians saw it in 1918, a disproportionate amount of wartime pain and sacrifice had been theirs.

This chapter provides the number of approaches in order to set the scene for examining the Community and Voluntary Pillar (CVP). It discusses both historical and comparative perspectives. The chapter explores the variety of sceptical perspectives on the Irish model of social partnership. It also explores neo-corporatist literature approach in more detail, in historical and comparative perspective. The chapter examines the Irish experience from 1987 as a variant of the 'new social pacts' to emerge internationally since the 1980s. It describes the differing interpretations of the significance of the innovation of the CVP. Bill Roche developed his analysis to deal with the emergence of the CVP and a wider policy agenda in social partnership in the 1990s. He identified the concatenation of four key elements: centralised wage bargaining; networking subsystems; regulatory and trouble-shooting mechanisms; and social buffering.

Babel is one of the films of the Guillermo Arriaga/Alejandro González Iñárritu collaboration. Babel sets out to be a new sort of film, one that attempts to create a 'world cinema' gaze within a commercial Hollywood framework. This chapter examines how the team approaches this and asks whether the film succeeds in this attempt. It explores the tensions between progressive and conservative political agendas, and pay particular attention to the ways 'other' cultures are seen in a film with 'third world' pretensions and US money behind it. Babel takes some of the most pressing contemporary social issues in its attempt to make a film about 'the world'. Nevertheless, as befitting a Hollywood world cinema text, it privileges a North American point of view, even when it appears not to.

This chapter discusses the significance of the term natura in John’s works and the notion of ‘living in accordance with nature’ - a guideline borrowed from the works of Cicero. It compares John’s views to those of his contemporaries, illustrating how he transformed the Ciceronian trope into one that had direct application in a Christian context. It examines the role played by reason in this transformation, and looks particularly at the example of intention to illustrate how the interior character of the individual was the principal factor in determining the worth of an act.

1.1 Introduction

In today’s data-driven world, information flows through the digital landscape like an untapped river of potential. Within this vast data stream lies the key to unlocking a new era of discovery and innovation. Machine learning (ML), a revolutionary field, acts as the gateway to this wealth of opportunities. With its ability to uncover patterns, make predictive insights, and adapt to evolving information, ML has transformed industries, redefined technology, and opened the door to limitless possibilities. This book is your gateway to the fascinating realm of ML—a journey that empowers you to harness the power of data, enabling you to build intelligent systems, make informed decisions, and explore the boundless possibilities of the digital age.

ML has emerged as the dominant approach for solving problems in the modern world, and its wide-ranging applications have made it an integral part of our lives. Right from search engines to social networking sites, everything is powered by ML algorithms. Your favorite search engine uses ML algorithms to get you the appropriate search results. Smart home assistants like Alexa and Siri use ML to serve us better. The influence of ML in our day-to-day activities is so much that we cannot even realize it. Online shopping sites like Amazon, Flipkart, and Myntra use ML to recommend products. Facebook is using ML to display our feed. Netflix and YouTube are using ML to recommend videos based on our interests.

Data is growing exponentially with the Internet and smartphones, and ML has just made this data more usable and meaningful. Social media, entertainment, travel, mining, medicine, bioinformatics, or any field you could name uses ML in some form.

To understand the role of ML in the modern world, let us first discuss the applications of ML.