Getting Data Science Done outlines the essential stages in running successful data science projects-providing comprehensive guidelines to help you identify potential issues and then a range of strategies for mitigating them. Data science is a field that synthesizes statistics, computer science and business analytics to deliver results that can impact almost any type of process or organization. Data science is also an evolving technical discipline, whose practice is full of pitfalls and potential problems for managers, stakeholders and practitioners. Many organizations struggle to consistently deliver results with data science due to a wide range of issues, including knowledge barriers, problem framing, organizational change and integration with IT and engineering. Getting Data Science Done outlines the essential stages in running successful data science projects. The book provides comprehensive guidelines to help you identify potential issues and then a range of strategies for mitigating them. The book is organized as a sequential process allowing the reader to work their way through a project from an initial idea all the way to a deployed and integrated product.

This is an essential early Johnson biography, recovered from obscurity and reissued in celebration of the tercentenary of Johnson's birth. This is the first and only scholarly edition of Sir John Hawkins' Life of Samuel Johnson, LL.D., a work that has not been widely available in complete form for more than two hundred years. Published in 1787, some four years before James Boswell's biography of Johnson, ""Hawkins' Life"" complements, clarifies, and often corrects numerous aspects of Boswell's Life. Samuel Johnson (1709-84) is the most significant English writer of the second half of the eighteenth century; indeed, this period is widely known as the Age of Johnson. Hawkins was Johnson's friend and legal adviser and the chief executor of his will. He knew Johnson longer and in many respects better than other biographers, including Boswell, who made unacknowledged use of Hawkins' Life and helped orchestrate the critical attacks that consigned the book to obscurity. Sir John Hawkins had special insight into Johnson's mental states at various points in his life, his early days in London, his association with the ""Gentleman's Magazine"", and his political views and writings. Hawkins' use of historical and cultural details, an uncommon literary device at the time, produced one of the earliest 'life and times' biographies in our language. O M Brack, Jr.'s introduction covers the history of the composition, publication, and reception of the Life and provides a context in which it should be read. Annotations address historical, literary, and linguistic uncertainties, and a full textual apparatus documents how Brack arrived at this definitive text of Hawkins' Life.

First published in 1986, this book draws together analyses of English and German. It defines the contrasts and similarities between the two languages and, in particular, looks at the question of whether contrasts in one area of the grammar is systematically related to contrasts in another, and whether there is any 'directionality' or unity to contrast throughout grammar as a whole. It is suggested that there is, and that English and German can serve as a case study for a more general typology of languages than we now have. This volume will be of interest to a wide range of linguists, including students of Germanic languages; language typologists; generative grammarians attempting to 'fix the parameters' on language variation;' historical linguists; and applied linguists.

First published in 1988, this book is concerned with the definite and indefinite articles in English. It provides an integrated pragmatic-semantic theory of definite and indefinite reference, on the basis of which, many co-occurance restrictions between articles and non-modifiers are explained. At the general theoretical level, the book looks at the role of semantics in the prediction of all and only the grammatical sentences of a language. At a more particular level, it explores the nature of reference, examining an important selection of subjects such as the contrast between definiteness and indefiniteness, the relationship between definite and demonstrative reference, and the relationship between pragmatic and logical aspects of determining meaning.

First published in 1986, this book draws together analyses of English and German. It defines the contrasts and similarities between the two languages and, in particular, looks at the question of whether contrasts in one area of the grammar is systematically related to contrasts in another, and whether there is any 'directionality' or unity to contrast throughout grammar as a whole. It is suggested that there is, and that English and German can serve as a case study for a more general typology of languages than we now have. This volume will be of interest to a wide range of linguists, including students of Germanic languages; language typologists; generative grammarians attempting to 'fix the parameters' on language variation;' historical linguists; and applied linguists.

First published in 1988, this book is concerned with the definite and indefinite articles in English. It provides an integrated pragmatic-semantic theory of definite and indefinite reference, on the basis of which, many co-occurance restrictions between articles and non-modifiers are explained. At the general theoretical level, this book looks at the role of semantics in the prediction of all and only the grammatical sentences of a language. A generalisation is proposed uniting semantic oppositions underlying ungrammaticality with syntactic oppositions between conditions of application on transformational generative rules. A procedure is suggested for distinguishing semantic from syntactic causes of ungrammaticality. At a more particular level, the book explores the nature of reference. It examines an important selection of subjects such as the contrast between definiteness and indefiniteness, the relationship between definite and demonstrative reference, and the relationship between pragmatic and logical aspects of determining meaning.