This textbook, suitable for an early undergraduate up to a graduate course, provides an overview of many basic principles and techniques needed for modern data analysis. In particular, this book was designed and written as preparation for students planning to take rigorous Machine Learning and Data Mining courses. It introduces key conceptual tools necessary for data analysis, including concentration of measure and PAC bounds, cross validation, gradient descent, and principal component analysis. It also surveys basic techniques in supervised (regression and classification) and unsupervised learning (dimensionality reduction and clustering) through an accessible, simplified presentation. Students are recommended to have some background in calculus, probability, and linear algebra. Some familiarity with programming and algorithms is useful to understand advanced topics on computational techniques.
This textbook, suitable for an early undergraduate up to a graduate course, provides an overview of many basic principles and techniques needed for modern data analysis. In particular, this book was designed and written as preparation for students planning to take rigorous Machine Learning and Data Mining courses. It introduces key conceptual tools necessary for data analysis, including concentration of measure and PAC bounds, cross validation, gradient descent, and principal component analysis. It also surveys basic techniques in supervised (regression and classification) and unsupervised learning (dimensionality reduction and clustering) through an accessible, simplified presentation. Students are recommended to have some background in calculus, probability, and linear algebra. Some familiarity with programming and algorithms is useful to understand advanced topics on computational techniques.
This book offers primary care physicians evidence-based guidelines for evaluating and treating all patients with diabetes. It covers all aspects of outpatient and hospital-based diabetes care for all age groups, and includes behavioral interventions for enhancing patient adherence. Coverage includes fine-tuning glycemic management with computerized self-blood glucose monitoring software, evaluating and treating patients with metabolic syndrome and polycystic ovary syndrome, managing mental illness in patients with diabetes, and prevention of microvascular and macrovascular complications. The book discusses newer insulin therapy protocols, insulin delivery devices such as pumps, pens, and inhaled insulin, and novel pharmacotherapies including incretin mimetics and DPP-IV inhibitors.
Employee participation and voice (EPV) concern power and influence. Traditionally, EPV has encompassed worker attempts to wrest control from employers through radical societal transformation or to share control through collective regulation by trade unions. This book offers a controversial alternative arguing that, in recent years, participation has shifted direction. In Employee Voice and Participation, the author contends that participation has moved away from employee attempts to secure autonomy and influence over organisational affairs, to one in which management ideas and initiatives have taken centre stage. This shift has been bolstered in the UK and USA by economic policies that treat regulation as an obstacle to competitive performance. Through an examination of the development of ideas and practice surrounding employee voice and participation, this volume tracks the story from the earliest attempts at securing worker control, through to the rise of trade unions, and today’s managerial efforts to contain union influence. It also explores the negative consequences of these changes and, though the outlook is pessimistic, considers possible approaches to address the growing power imbalance between employers and workers. Employee Voice and Participation will be an excellent supplementary text for advanced students of employment relations and Human Resource Management (HRM). It will also be a valuable read for researchers, policy makers, trade unions and HRM professionals.
Includes all the latest updates and changes to the 2004 tax code Publishers Weekly called it "a can't-miss title." The New York Daily News praised it for "pushing the envelope" and taking "a consumerist approach that's helpful during all the other months before next April." Best of all, more than half a million people have consulted How to Pay Zero Taxes for solid guidance on paying less to the IRS. This fully updated 22nd edition contains: The latest tax changes More tax-saving tips than any other guide Easy, practical strategies to lower taxes this year, next year, and beyond Hundreds of legal ways to preserve pretax income and profit
This wide-ranging volume presents in-depth research into the effect of new information technologies on organizational structure, assesses their progress towards transformation and describes the changes they are making to long-established business process roles, cultures and working practices. The book is based upon a series of rolling surveys carried out between 1989 and the present day, and funded by leading organizations such as IBM and KPMG. It provides a detailed picture of a sector in transition during a period of anxiety and doubt dominated by restructuring, downsizing and experimentation with re-engineering. As the 'lean and mean' emerge, they must now ask themselves if their competencies will enable them to survive into the next decade as competitors, such as Sainsburys, Virgin, Microsoft and Ford position themselves to become major players in the sector. This book is a major contribution to the debate on the growth of knowledge work, the need for core organizational competencies in the information age and the need for evolutionary, or radical, change.
Humans of the advanced world are the most violent beings of all times. This violence is evident in the conditions of perpetual warfare and the accumulation of the most powerful and destructive arsenal ever known to humankind. It is also evident in the devastating impact of advanced world economy and cultural practices which have led to ecological devastation and the current era of mass species extinction. —one of only six mass extinction events in planetary history and the only one caused by the actions of a single species, humans. This violence is manifest in our interpersonal relationships, and the ways in which we organize ourselves through hierarchical systems that ensure the wealth and privilege of some, against the penury and misery of others. In this new and highly original book, Jeff Lewisargues that violence is deeply inscribed in human culture, thinking and expressive systems (media). Lewis contends that violence is not an inescapable feature of an aggressive human nature. Rather, violence is laced through our desires and dispositions to communalism and expressive interaction. From the near extinction of all Homo sapiens, around 74,000 years ago, the invention of culture and media enabled humans to imagine and articulate particular choices and pleasures. Organized intergroup violence or warfare emerged through the exercise of these choices and their expression through larger and increasingly complex human societies. This agitation of amplified desire, hierarchical social organization and mediated knowledge systems has created a cultural volition of violent complexity which continues into the present. Media, Culture and Human Violence examines the current conditions of conflict and harm as an expression of our violent complexity.
This book brings together specialist authors from a variety of medical disciplines to give comprehensive coverage of the whole spectrum of women's vascular health. Covering coronary artery disease and its precursors, venous disease, thrombophilic defects, hormonal therapy and haemorrhagic problems, the content is divided into three sections. Section one reviews generic issues including the pathophysiology of arteriosclerosis, metabolic factors in vascular disease, the epidemiology and management of CHD in women. The management of cardiac syndrome X and the problem of diabetes are also discussed here. The second section looks at women's vascular health as it applies to fertility issues and during pregnancy such as polycystic ovarian disease, menstrual dysfunction, the menopause, venous thromboembolism and haemorrhagic problems. In the concluding third section, hormonal therapy in women and in particular the oral contraceptive pill and hormone replacement therapies are covered. The reader will be given a clear overview of the potential mechanisms whereby such therapy can act as a risk factor for arterial and venous disease, and will receive clear guidance regarding prescribing.
This is the biography of the mighty ceremonial war canoe Ngatokimatawhaorua that rests on the Treaty Grounds at Waitangi.The inspiration for its construction came from Te Puea Herangi. In the late 1930s the Waikato leader held a dream to build seven waka taua for the 1940 centennial commemorations at Waitangi. By 1937 two waka had been commissioned. Carved in Northland under the guidance of Pita Heperi (Te Tai Tokerau) and Piri Poutapu (Waikato), Ngatokimatawhaorua was one of them. But it was to be many decades before the true power of the waka to inspire a people was realised. In 1974 Ngatokimatawhaorua was refurbished by the late Sir Heke-nuku-mai-nga-iwi &‘ Hec' Busby for relaunching during Waitangi Day ceremonies. It was then that Te Puea' s dream turned into reality. By 1990, The Year of the Waka, 22 canoes and their 2000 crew gathered at Waitangi.Ngatokimatawhaorua and others became symbols of Maori unity and pride and an important part of the renaissance of the traditions of carving and voyaging around Aotearoa and beyond.
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