Make data-driven, informed decisions and enhance your statistical expertise in Python by turning raw data into meaningful insights Purchase of the print or Kindle book includes a free PDF eBook Key Features Gain expertise in identifying and modeling patterns that generate success Explore the concepts with Python using important libraries such as stats models Learn how to build models on real-world data sets and find solutions to practical challenges Book DescriptionThe ability to proficiently perform statistical modeling is a fundamental skill for data scientists and essential for businesses reliant on data insights. Building Statistical Models with Python is a comprehensive guide that will empower you to leverage mathematical and statistical principles in data assessment, understanding, and inference generation. This book not only equips you with skills to navigate the complexities of statistical modeling, but also provides practical guidance for immediate implementation through illustrative examples. Through emphasis on application and code examples, you’ll understand the concepts while gaining hands-on experience. With the help of Python and its essential libraries, you’ll explore key statistical models, including hypothesis testing, regression, time series analysis, classification, and more. By the end of this book, you’ll gain fluency in statistical modeling while harnessing the full potential of Python's rich ecosystem for data analysis.What you will learn Explore the use of statistics to make decisions under uncertainty Answer questions about data using hypothesis tests Understand the difference between regression and classification models Build models with stats models in Python Analyze time series data and provide forecasts Discover Survival Analysis and the problems it can solve Who this book is forIf you are looking to get started with building statistical models for your data sets, this book is for you! Building Statistical Models in Python bridges the gap between statistical theory and practical application of Python. Since you’ll take a comprehensive journey through theory and application, no previous knowledge of statistics is required, but some experience with Python will be useful.
A textbook that explores and defines the important and emerging component of juvenile justice in the US. The volume is divided into six sections: introduction; the system and early decision making; community-based corrections; institutionalization; status and chronic offenders; and treatment, resear
Reporting on the latest advances made in treating multiple sclerosis (MS) and continuing the high standards set by earlier editions, the Handbook of Multiple Sclerosis, Third Edition examines a wide range of topics from etiology to treatment options. Analyzes recent developments in the natural history, immunopathology, lesion evolution, and
Written by over 20 leading international economists, this book offers "win-win" scenarios to economic problems. As in the other volumes of this set of public policy handbooks, the Handbook of Global Economic Policy employs a unique organizational principle: from viewing economic problems from conservative and liberal perspectives, to developing pra
With the increasing use of algorithms to govern public life, a proliferation of promises surrounding ‘big data,’ and an ever tighter union of academic specialists and the state bureaucracy, we are, it seems, on our way to an administrative utopia. At what cost, though? Executing Truth critically appraises this reformation of politics by way of the social sciences. It argues that what is lost with this reformation is a deeper consideration of the problematic relation of truth to politics; a problem which cuts deeper than any social science might plumb. In seeking to recover what is lost, this book offers a comprehensive study of the problem. The author works his way back from the debates in politically applied social science (or policy science) to the foundational thinkers. These include Harold Lasswell, John Dewey, Max Weber, and Georg Hegel. At the end of this journey, Executing Truth calls for a return to the everyday (or the most comprehensive basis for distinguishing between theoretical perspectives), and outlines the implications of this return for those political advisors – state executive actors – tasked with ‘speaking truth to power.’
From basic science to clinical care, to epidemiological disease patters, The Neurology of AIDS is the only complete textbook available on AIDS neurology and the only one comprehensive enough to stand alone in each segment of study in brain disorders affected by the human immunodeficiency virus. It is an indispensable resource for students, resident physicians, practicing physicians, and for researchers and experts in the HIV/AIDS field. Oxford Clinical Neuroscience is a comprehensive, cross-searchable collection of resources offering quick and easy access to eleven of Oxford University Press's prestigious neuroscience texts. Joining Oxford Medicine Online these resources offer students, specialists and clinical researchers the best quality content in an easy-to-access format.
Stuart J Wright tells the gripping story of a World War II American aircrew flying missions from Old Buckenham, England in a B-24 Liberator bomber they nicknamed Corky. This is a true account based on years of research and correspondence with crew members and their families. Wright adds a dimension rarely explored in other World War II memoirs and narratives, beginning the chronicle during peacetime when the men of the aircrew are introduced as civilians - kids during the 1920s. As they mature through the years of the Great Depression to face a world at war, questions are raised about 'just' and 'unjust' wars, imperialism and patriotism. Jingoistic sentimentality is resisted in favour of objectivity, as the feelings and motivations of the crew members are explored: the Chinese American air gunner had hoped to serve in the U.S. Army Air Force to fight against the Japanese invaders of his homeland; the Jewish navigator felt compelled to join the battle against Nazi Germany.In recounting the harrowing conditions and horrors of bombing missions over Europe, An Emotional Gauntlet emphasizes the interpersonal relationships within the crew and the spirit these men shared. As pilot Jack Nortridge regularly assured his crew, 'If you fly with me, I'm going to bring you home.' This book is a testament to their strength and determination.'A compelling story. Wright establishes the strong spirit these men shared, based on their pilot's pledge that he would bring them back - back from each mission and back to resume their peacetime lives. "An Emotional Gauntlet stands out for its integration of pre-war civilian life with wartime experiences. To me, this is the essence of America's story in the war, and I am glad to find a book that comprehends this and tells the story from this perspective".' - Jerome Klinkowitz, author of Yanks Over Europe: American Flyers in World War II.
Life in the Market Ecosystem, the second book inthe Nature of Liberty trilogy, confronts evolutionary psychology head on. It describes the evolutionary psychologists’ theory of gene-culture co-evolution, which states that although customs and culture are not predetermined by anyone’s genetic makeup, one’s practice of a custom can influence the likelihood of that person having children and grandchildren. Therefore, according to the theory, customs count as evolutionary adaptations. Extending that theory further, as entire systems of political economy—capitalism, socialism, and hunter-gatherer subsistence—consist of multiple customs and institutions, it follows that an entire political-economic system can likewise be classified as an evolutionary adaptation. Considering that liberal-republican capitalism has, insofar as the system has been implemented, done more to reduce the mortality rate and secure human fertility than other models of societal structure, it stands to reason that liberal-republican capitalism is itself a beneficent evolutionary adaptation. Moreover, as essential tenets of Rand’s Objectivism—individualism, observation-based rationality, and peaceable self-interest—have been integral to the development of the capitalist ecosystem, important aspects of the Objectivism are worthwhile adaptations as well. This book shall uphold that position, as well as combat critiques by evolutionary psychologists and environmentalists who denounce capitalism as self-destructive. Instead, capitalism is the most sustainable and fairest political model. This book argues that of all the philosophies, Objectivism is the one that is most fit for humanity.
Politicians and political analysts continue to use a single liberal-conservative dimension to analyze the ideological views of the American people, but that approach is increasingly inadequate. Professors Maddox and Lilie have gone beyond the liberal-conservative continuum. By separating questions aof economic policy from issues involving civil liberties, they find four basic ideological group: liberals, conservatives, libertarians, and populists. This book goes a long way toward explaining such phenomena as ticket-splitting, the impact of the baby-boom generation, and the internal conflicts both major parties will face over the next few years.
Everyday activities such as sharing a meal, sorting socks, and getting ready for school can be part of learning math. In the MathStart series, everyday life is the basis for each entertaining story. Simple math concepts are embedded in each story so that young children intuitively understand them. Adults can use the creative suggestions for activities in the back of each book to extend learning opportunities with children. Developmentally appropriate and correlated to school grade levels and the curriculum standards of the National Council of Teachers Of Mathematics, MathStart can give children a head start!
This book provides a comprehensive examination of biochemical and genetic regulatory phenomena as they relate to the activity of actinomycete secondary metabolic pathways and the functioning of secondary metabolites as endogenous effectors of cytodifferentiation. Approximately 50 illustrations accompany the text.
The recent discovery of high-temperature superconductivity has resulted in a remarkable growth in the amount of research and the number of researchers working in this exciting field. Superconductivity is not a new phenomenon: in 1991 it will be 80 years old. Even though it was the newer discoveries which motivated us to write this book, the book itself is mainly a description of the fundamentals of the phenomenon. The book is written for a very broad audience, including students, engin eers, teachers, scientists, and others who are interested in learning about this exciting frontier of science. We have focused on the qualitative aspects, so that the reader can develop a basic understanding of the fundamental physics without getting bogged down in the details. Because of this approach, our list of refer ences is not comprehensive, and it is supplemented with a summary of additional reading consisting of monographs and selected review articles. (The articles we have referenced were either not reflected in the review articles on monographs or were milestones in the development of the field. ) In addition, some of the sections which can be skipped during the first reading have been marked with asterisks (*). Until recently, superconductivity was considered to belong to the field of low-temperature physics. This field was born, simultaneously with quantum physics, at the beginning of this century. Initially these two contemporaneous fields developed independently, but they soon became strongly coupled.
This book is concerned with the configuration of polymers at the interfacial zone between two other phases or immiscible components. In recent years, developments in technology combined with increased attention from specialists in a wide range of fields have resulted in a considerable increase in our understanding of the behavior of polymers at interfaces. Inevitably these advances have generated a wealth of literature and although there have been numerous reviews, a critical treatment with adequate descriptions of both theory and experiment, including detailed analysis of the two, has been missing. This text hopes to fill this gap, providing a timely and comprehensive account of the field as it stands today. This long needed work will be invaluable to experts as well as newcomers in the broad field of polymers, interfaces and colloids, both in industry and academia. Whilst industrial laboratories involved in this field will find it indispensable, it will be equally important to anyone with an interest in interfacial polymer or colloidal research.
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