This textbook on practical data analytics unites fundamental principles, algorithms, and data. Algorithms are the keystone of data analytics and the focal point of this textbook. Clear and intuitive explanations of the mathematical and statistical foundations make the algorithms transparent. But practical data analytics requires more than just the foundations. Problems and data are enormously variable and only the most elementary of algorithms can be used without modification. Programming ...

This book emphasises the centrality of nationhood to Thomas Jefferson's thought and politics, envisioning Jefferson as a cultural nationalist whose political project sought the alignment of the American state system with the will and character of the nation. Jefferson believed that America was the one nation on earth able to realise in practice universal ideals to which other peoples could only aspire. He appears in the book as the essential narrator of what he once called the 'American St...

Data Mining: Practical Machine Learning Tools and Techniques, Third Edition, offers a thorough grounding in machine learning concepts as well as practical advice on applying machine learning tools and techniques in real-world data mining situations. This highly anticipated third edition of the most acclaimed work on data mining and machine learning will teach you everything you need to know about preparing inputs, interpreting outputs, evaluating results, and the algorithmic methods at the...

The Oxford History of the United States is by far the most respected multi-volume history of our nation. The series includes three Pulitzer Prize winners, two New York Times bestsellers, and winners of the Bancroft and Parkman Prizes. Now, in the newest volume in the series, one of America's most esteemed historians, Gordon S. Wood, offers a brilliant account of the early American Republic, ranging from 1789 and the beginning of the national government to the end of the War of 181...

Unlock deeper insights into Machine Leaning with this vital guide to cutting-edge predictive analyticsKey FeaturesLeverage Python’s most powerful open-source libraries for deep learning, data wrangling, and data visualizationLearn effective strategies and best practices to improve and optimize machine learning systems and algorithmsAsk – and answer – tough questions of your data with robust statistical models, built for a range of datasets...

If you’re an experienced programmer interested in crunching data, this book will get you started with machine learning—a toolkit of algorithms that enables computers to train themselves to automate useful tasks. Authors Drew Conway and John Myles White help you understand machine learning and statistics tools through a series of hands-on case studies, instead of a traditional math-heavy presentation.Each chapter focuses on a specific problem in machine learning, such as classificat...

PULITZER PRIZE WINNER • In a grand and immemsely readable synthesis of historical, political, cultural, and economic analysis, a prize-winning historian describes the events that made the American Revolution. Gordon S. Wood depicts a revolution that was about much more than a break from England, rather it transformed an almost feudal society into a democratic one, whose emerging realities sometimes baffled and disappointed its founding fathers.

Collecting data is relatively easy, but turning raw information into something useful requires that you know how to extract precisely what you need. With this insightful book, intermediate to experienced programmers interested in data analysis will learn techniques for working with data in a business environment. You'll learn how to look at data to discover what it contains, how to capture those ideas in conceptual models, and then feed your understanding back into the organization through...

Written as a tutorial to explore and understand the power of R for machine learning. This practical guide that covers all of the need to know topics in a very systematic way. For each machine learning approach, each step in the process is detailed, from preparing the data for analysis to evaluating the results. These steps will build the knowledge you need to apply them to your own data science tasks.Intended for those who want to learn how to use R's machine learning capabilities and gain...

Here is a vividly written and compact overview of the brilliant, flawed, and quarrelsome group of lawyers, politicians, merchants, military men, and clergy known as the "Founding Fathers"--who got as close to the ideal of the Platonic "philosopher-kings" as American or world history has ever seen. In The Founding Fathers Reconsidered, R. B. Bernstein reveals Washington, Franklin, Jefferson, Adams, Hamilton, and the other founders not as shining demigods but as imperfect human bein...

An absorbing, insightful profile of the revolutionary leader, president, husband, and father from one of our best historians, now in a beautiful new package.John Adams was unique among the nation’s founders in leaving a record of his most intimate thoughts and feelings. Instinctively candid and politically incisive, Adams offers the clearest view of the ambitions and principles that drove the revolutionary generation. Passionate Sage offers a brilliant int...

Beneath the surface of the apparently untutored and deceptively frank Abraham Lincoln ran private tunnels of self-taught study, a restless philosophical curiosity, and a profound grasp of the fundamentals of democracy. Now, in Lincoln: A Very Short Introduction, the award-winning Lincoln authority Allen C. Guelzo offers a penetrating look into the mind of one of our greatest presidents. If Lincoln was famous for reading aloud from joke books, Guelzo shows that he also plunged deep...