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 of today and tomorrow with tools they can use to better understand, evaluate, and shape machine learning to help ensure that it is serving us all. This book will set you up with a Python programming environment if you don’t have one already, then provide you with a conceptual understanding of machine learning in the chapter “An Introduction to Machine Learning.” What follows next are three Python machine learning projects. They will help you create a machine learning classifier, build a neural network to recognize handwritten digits, and give you a background in deep reinforcement learning through building a bot for Atari.
Hong Kong has undergone sweeping transformation since its return to Chinese sovereignty in 1997. This is a multidisciplinary assessment of the new regime and key issues, challenges, crises and opportunities confronting the Hong Kong Special Administrative Region (HKSAR).
Derived from the renowned multi-volume International Encyclopaedia of Laws, this practical analysis of the law of property in Singapore deals with the issues related to rights and interests in all kinds of property and assets – immovable, movable, and personal property; how property rights are acquired; fiduciary mechanisms; and security considerations. Lawyers who handle transnational disputes and other matters concerning property will appreciate the explanation of specific terminology, application, and procedure. An introduction outlining the essential legal, cultural, and historical considerations affecting property is followed by a discussion of the various types of property. Further analysis describes how and to what extent legal subjects can have or obtain rights and interests in each type. The coverage includes tangible and intangible property, varying degrees of interest, and the various ways in which property is transferred, including the ramifications of appropriation, expropriation, and insolvency. Facts are presented in such a way that readers who are unfamiliar with specific terms and concepts in varying contexts will fully grasp their meaning and significance. The book includes ample references to doctrine and cases, as well as to relevant international treaties and conventions. Its succinct yet scholarly nature, as well as the practical quality of the information it provides, make this book a valuable time-saving tool for any practitioner faced with a property-related matter. Lawyers representing parties with interests in Singapore will welcome this very useful guide, and academics and researchers will appreciate its value in the study of comparative property law.
This book offers a short, comprehensive history of post-war Canada. All the major events and developments in Canadian history are discussed: the evolution of the welfare state; the growth of economic domination by the United States; the halcyon days as a Middle Power; the Quiet Revolution; the First Nations' quest for autonomy; the flowering of English-Canadian nationalism; Quebec nationalism; the women's movement; neo-conservatism; and globalization. Finkel covers political, economic, social, and cultural history in this volume. This second edition includes a substantial new chapter that discusses the people, events, and developments that have dominated the period from 1995 to 2012. This chapter looks at the growing social inequality within Canadian society; the effects of globalization on Canada's industries, economy, and workers; and the increasing environmental challenges that we face. Extensively illustrated, Our Lives: Canada after 1945 is a uniquely accessible and comprehensive overview of a period only beginning to attract the attention of historians.
Diminutive Mickey Rooney has been in show business for more than 80 years as actor, producer, writer, composer, and director. His still-active career spans vaudeville, radio, television, the stage, and movies such as It's a Mad Mad Mad Mad World, The Black Stallion, and The Bridges at Toko-Ri. He won two Golden Globes and an Emmy and has received or been nominated for many other awards. From leading a 17-piece band to writing a novel, Rooney has been dispensing earthy wisdom and good humor in the public eye for many decades. Part biography and part reference tool, this richly illustrated work covers Rooney's life from his birth in 1920 and first stage appearance 16 months later to his television and film appearances in 2004. It discusses both his professional and personal life and includes information drawn from interviews with his peers, including Spring Byington, Jackie Cooper, and Ann Rutherford. Five appendices conclude the work: a detailed filmography of his more than 170 features and 65 shorts, each listing credits and a brief commentary, plus assorted reviews; listings of all his radio, television, and stage work; and a discography of his recorded work.
A handy reference in one single volume of the key institutions and profound changes over the last three decades that transformed China into a global power.
In contrast to the failure to economic reforms in Eastern Europe, China's economic reforms have been quite successful. Decollectivization, marketization, state enterprise reforms, and reintegration into the world economy have led to very rapid economic development in China over the past two decades. These economic reforms, in turn, triggered profound social and political changes. This collection examines the origins, nature, and impact, as well as the future prospects of these reforms and changes. The contributors are all active researchers from a variety of disciplines, including economics, sociology, political science, and geography.
Exploring one of the most dynamic and contested regions of the world, this series includes works on political, economic, cultural, and social changes in modern and contemporary Asia and the Pacific.
The Venerable Master Taixu (1890-1947) is the most important and controversial Chinese Buddhist reformer of the 20th century. This work focuses on his teachings and provides an interpretation of Taixu's aims and the diverse controversies that surrounded him.
The aim of Gold-Hall and Earth-Dragon is to re-create as fully as possible for modern readers the original force of the poetic language of Beowulf. Lee makes use of a wide, archetypal literary context for Beowulf to provide illuminating parallels and contrasts with poems and fictions from other times and places. He demonstrates how the poem's symbolic system reveals itself through the metaphorical workings of the Old English words, patterns of imagery, and more general narrative structures, and how the poem might have been experienced and interpreted by the Anglo-Saxons in the light of other Old English poems. The critical tools that Lee uses - combining certain techniques of New Criticism and close reading with postmodern theories of the self-referentiality of language and with Northrop Frye's conceptions of structure and polysemy in literature - make possible a fresh new account of Beowulf as a work that is very much alive in its poetic language, a finely wrought symbolic work of imagining, still resonant with meanings old and new.
The evolution and popularity of the Internet and computing GRID has brought the cooperative computing research discipline to the Internet, for which we coined the term Cooperative Internet Computing (CIC). This conference brings together new and different approaches to CIC.The book contains the revised version of the 12 best papers presented at the conference, listed under four categories: theories and protocols of CIC, technologies and architecture of CIC, collaborative information retrieval, and CIC applications.This collection serves as a useful resource for those interested in the research and study of CIC.
Perhaps no one has done more in the last 30 years to advance thinking in the metaphysics of modality than has Alvin Plantinga. Collected here are some of his most important essays on this influential subject. Dating back from the late 1960's to the present, they chronicle the development of Plantinga's thoughts about some of the most fundamental issues in metaphysics: what is the nature of abstract objects like possible worlds, properties, propositions, and such phenomena? Are there possible but non-actual objects? Can objects that do not exist exemplify properties? Plantinga gives thorough and penetrating answers to all of these questions and many others. This volume contains some of the best work in metaphysics from the past 30 years, and will remain a source of critical contention and keen interest among philosophers of metaphysics and philosophical logic for years to come.
NEW YORK TIMES BESTSELLER • The classic work that predicted the anxieties of a world upended by rapidly emerging technologies—and now provides a road map to solving many of our most pressing crises. “Explosive . . . brilliantly formulated.” —The Wall Street Journal Future Shock is the classic that changed our view of tomorrow. Its startling insights into accelerating change led a president to ask his advisers for a special report, inspired composers to write symphonies and rock music, gave a powerful new concept to social science, and added a phrase to our language. Published in over fifty countries, Future Shock is the most important study of change and adaptation in our time. In many ways, Future Shock is about the present. It is about what is happening today to people and groups who are overwhelmed by change. Change affects our products, communities, organizations—even our patterns of friendship and love. But Future Shock also illuminates the world of tomorrow by exploding countless clichés about today. It vividly describes the emerging global civilization: the rise of new businesses, subcultures, lifestyles, and human relationships—all of them temporary. Future Shock will intrigue, provoke, frighten, encourage, and, above all, change everyone who reads it.
The one-of-a-kind how-to book that puts effective agency management strategies at your fingertips The classic text that describes in detail how to successfully manage and market a public relations firm, has been completely updated with three new chapters and is now more than 50% longer. This one-of-a-kind new edition is bursting with creative tips, instructions, philosophies, theories, and guidance, all to help you steer your firm to success. It demonstrates how to market, promote, and sell a firm to attract, win, and hold the right clientele. You will learn how to manage a new or existing firm so that it is productive and profitable and has a long-range future. Information in Managing a Public Relations Firm for Growth and Profit, Second Edition is based on author A. C. Croft’s extensive experience in the field—almost twenty years as a consultant to PR firm principals and more than 25 years as an employee or principal of three medium-sized successful PR agencies. Croft begins each chapter with a brief profile of a seasoned and successful PR firm principal from a mid-sized firm. These professionals tell of their successes and also relate early mistakes that you would do well to avoid. The text includes tables and figures to make data easily understood. The extensively revised Managing a Public Relations Firm for Growth and Profit, Second Edition discusses pertinent topics such as: keys to new business success developing a marketing plan serving clients communication to prospects management strategies for success installing efficient systems and procedures managing staff productivity forecasting income management systems and procedures managing profitability client and agency budgeting recruiting, training, and retaining staff crisis planning planning the future of your firm Covering everything from billing practices and self-promotion to the use of computers and student interns, Managing a Public Relations Firm for Growth and Profit, Second Edition is one guide you are sure to refer to again and again for practical advice. It is must reading for owners of small- and medium-sized PR firms; senior managers of small, medium, and national firms who wish to expand their management knowledge and ability or who are considering starting their own firm; lower-level staff members who want to increase their knowledge of agency management; and university public relations professors who would like to include a primer on PR firm management in their classes.
Finally, a book comes a long that is the definitive reference on the Microsoft Office Web Components. Learn how to build windows forms and web based applications containing interactive Microsoft Excel spreadsheets, customized pivot tables and dynamic 2D/3D charts and graphs. Inside, you will find hundreds of code snippets in C#, VB.NET, Javascript, and VBscript, complete walkthrus, sample implementations and advanced coding strategies and techniques for building commercial-grade software that will integrate seamlessly with core Microsoft Office products. With nearly 570 pages, this book offers something for every level of developer. Thanks to all of you who contributed to hundreds of copies of this book being sold and 6 months in the top 100 sales rank, enjoy this new price.
Exploring one of the most dynamic and contested regions of the world, this series includes works on political, economic, cultural, and social changes in modern and contemporary Asia and the Pacific.
This is a story about two Irish boys who wanted to see the world and search for some adventure and excitement. They got a job on a cargo ship on its way to New York City. Halfway across, the ship sank. They landed on an island, and before they were done, they had more excitement than they could handle. To See the World: A Flip and Loopy Adventure is an action-filled adventure with suspense and humor. This is a good book for the young and not so young.
A study of governmental slaves in Berbice from 1803 to 1831. The author illustrates that the imperial government arrived at the general abolition of slavery throughout its colonies in a rather ad hoc and piecemeal fashion. He also raises questions about the government's commitment to abolition.
Many decades before Ted Bundy roamed the country there was serial killer Earle Nelson. During the 1920s, this geographically mobile killer went from city to city. His modus operandi involved getting into a house by pretending to be a person looking for a room to rent or inspecting a house that was for sale, and then strangling the landlady, often followed by having sex with the dead body. Robbery was frequently a secondary motive. After Nelson was captured in Canada in 1927, it was commonly reported that he had killed 21 women and a baby during the 1926-27 period. But were these the only cases linked to him? The author examines an additional nine unsolved murders of landladies, two of which have never been dealt with in previous literature. Based on decades of archival research, the author examines all 31 murders, relying on primary sources when available and a wide variety of secondary sources. For each murder, the book provides biographical sketches of the victim, outlines the police investigation and the various suspects, and covers any subsequent attempts to link Nelson to the crime by identification evidence of witnesses or by fingerprints.
This text focuses on the relationship of Hong Kong with the adjacent Chinese province Guangdong, the territories most directly involved in the 1997 transfer of Hong Kong to Chinese rule. The socio-economic, political and cultural impact of this crucial link and the implications for the future of both Hong Kong and China are studied. A multi-disciplinary approach is taken to examine the complexity of economic, political and cultural transformation of the Hong Kong-Guangdong link and this book presents a historical perspective to trace the long-term structural transformation. The dynamics of the integration process between the two territories is also explored.
Adopting a comparative perspective, this book traces the social, political, economic and cultural conditions under which environmental movements have emerged, and assesses the transformative capacities of these movements.
In September of 1939, Hulda Schwarz arrives in Minnesota to recover an ancient runestone. A Nordic high priestess, Schwarz believes the stone will contain a revelation from the goddess Freya, who is guiding and blessing the rise of the Third Reich. Albert Frietag is a Dakota County deputy sheriff with ambitions of becoming an FBI agent. He craves adventure, but nothing prepares him for the bizarre events that unfold when Schwarz turns her eye toward his newborn daughter. Schwarz is convinced that Freya desires to possess the child's heart and soul in fulfillment of the runestone's prophecy. Albert's Christian beliefs, and his love for his family, are sorely tested by mysterious visions, dreams, and the apparently supernatural power of the seductive priestess. Will Albert be able to stop her from escaping to Nazi Germany with his daughter? About the Author Alvin Franzmeier is the author of two other novels in the Spiral Bridge Mystery Series that now includes The Spiral Bridge, The Twins, and Freya's Child. He has also written "The First Words of Jesus," along with numerous theological papers, and is editor of the monthly ezine Reclaiming Our Heritage. With graduate degrees in theology, church history, and counseling, he has pastored Lutheran congregations in Canada, Minnesota, and Texas, and has presented at conferences and retreats across the United States. He currently devotes his time to writing and research. His wife, Sylvia, and he are the parents of three and the grandparents of six. They reside in Texas and have a second home in Colorado.
Current U.S. trade policy stresses establishing free trade areas (FTAs) with partners spanning the globe. Motivations include enhancing goods and services trade; stimulating investment flows; extending standards on intellectual property rights, labor, and the environment; and addressing geopolitical concerns. Simulations of FTAs with the United States highlight the importance of trade complementarity, trade diversion, and welfare losses for nonmembers. Agriculture and textiles play a central role in determining welfare outcomes. Initial improvement in market access enjoyed by participants could be eroded progressively as global liberalization proceeds, and this preference erosion might act as a disincentive to participate in multilateral liberalization.
From May to September 1939 Japan and the Soviet Union fought a fierce, large-scale undeclared war on the Mongolian plains that ended with a decisive Soviet victory with two important results: Japan reoriented its strategic emphasis towards the south, leading to war with the United States, Britain, and the Netherlands; and Russia freed itself from the fear of fighting on two fronts, thus vitally affecting the course of the war with Germany.
H4A bright, attractive investigative reporter, a young Boston physician and an ex-CIA agent find their paths converging on a Top Secret drug ploy that misfires into a surprise weapon of mass destruction. Spying, murder, loyalty and love all take their bow in a maze, challenging the best of the puzzle solvers. Dedication: This book is dedicated to those committed journalists, who, at great personal cost, have chosen restraint to honor our national interest; and to the brave men and women who serve all over the globe, in the shadows and silence, to make this country safe for our children and grandchildren.
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