Download or read book Artificial Intelligence with Python written by Prateek Joshi and published by Packt Publishing Ltd. This book was released on 2017-01-27 with total page 437 pages. Available in PDF, EPUB and Kindle. Book excerpt: Build real-world Artificial Intelligence applications with Python to intelligently interact with the world around you About This Book Step into the amazing world of intelligent apps using this comprehensive guide Enter the world of Artificial Intelligence, explore it, and create your own applications Work through simple yet insightful examples that will get you up and running with Artificial Intelligence in no time Who This Book Is For This book is for Python developers who want to build real-world Artificial Intelligence applications. This book is friendly to Python beginners, but being familiar with Python would be useful to play around with the code. It will also be useful for experienced Python programmers who are looking to use Artificial Intelligence techniques in their existing technology stacks. What You Will Learn Realize different classification and regression techniques Understand the concept of clustering and how to use it to automatically segment data See how to build an intelligent recommender system Understand logic programming and how to use it Build automatic speech recognition systems Understand the basics of heuristic search and genetic programming Develop games using Artificial Intelligence Learn how reinforcement learning works Discover how to build intelligent applications centered on images, text, and time series data See how to use deep learning algorithms and build applications based on it In Detail Artificial Intelligence is becoming increasingly relevant in the modern world where everything is driven by technology and data. It is used extensively across many fields such as search engines, image recognition, robotics, finance, and so on. We will explore various real-world scenarios in this book and you'll learn about various algorithms that can be used to build Artificial Intelligence applications. During the course of this book, you will find out how to make informed decisions about what algorithms to use in a given context. Starting from the basics of Artificial Intelligence, you will learn how to develop various building blocks using different data mining techniques. You will see how to implement different algorithms to get the best possible results, and will understand how to apply them to real-world scenarios. If you want to add an intelligence layer to any application that's based on images, text, stock market, or some other form of data, this exciting book on Artificial Intelligence will definitely be your guide! Style and approach This highly practical book will show you how to implement Artificial Intelligence. The book provides multiple examples enabling you to create smart applications to meet the needs of your organization. In every chapter, we explain an algorithm, implement it, and then build a smart application.
Download or read book Introduction to Atmospheric Chemistry written by Daniel J. Jacob and published by Princeton University Press. This book was released on 1999 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt: Atmospheric chemistry is one of the fastest growing fields in the earth sciences. Until now, however, there has been no book designed to help students capture the essence of the subject in a brief course of study. Daniel Jacob, a leading researcher and teacher in the field, addresses that problem by presenting the first textbook on atmospheric chemistry for a one-semester course. Based on the approach he developed in his class at Harvard, Jacob introduces students in clear and concise chapters to the fundamentals as well as the latest ideas and findings in the field. Jacob's aim is to show students how to use basic principles of physics and chemistry to describe a complex system such as the atmosphere. He also seeks to give students an overview of the current state of research and the work that led to this point. Jacob begins with atmospheric structure, design of simple models, atmospheric transport, and the continuity equation, and continues with geochemical cycles, the greenhouse effect, aerosols, stratospheric ozone, the oxidizing power of the atmosphere, smog, and acid rain. Each chapter concludes with a problem set based on recent scientific literature. This is a novel approach to problem-set writing, and one that successfully introduces students to the prevailing issues. This is a major contribution to a growing area of study and will be welcomed enthusiastically by students and teachers alike.
Download or read book Human Structure written by Matt Cartmill and published by Harvard University Press. This book was released on 1987 with total page 470 pages. Available in PDF, EPUB and Kindle. Book excerpt: Human Structure is an innovative introduction to human gross anatomy with a twofold approach to view the basics of anatomy from a broad scientific perspective and to explain the facts of form and function in terms and concepts that minimize the usual confusion and anxiety of beginning anatomy studies. Functional, comparative, and developmental anatomy are ingeniously woven into a single explanatory perspective, presenting human anatomy as an intelligible whole rather than as a heap of disconnected facts to be memorized. As a result, Human Structure is suitable not only for first-year medical students but also for undergraduates in premedical or biological science courses, for students in paramedical or college-level nursing programs, and indeed for anyone seeking a refresher course in human anatomy. The book begins with the generalized segmental organization characteristic of vertebrates and then examines the most obviously segmented parts of the human body: the bones, muscles, vessels, and nerves of the trunk between the neck and the pelvis. The book progresses through regions where the simple organizational plan has undergone more and more radical modifications and ends with the ancient and extreme specializations found in the head. At each step, the authors widen our intellectual understanding of how these modifications have been imposed, onto-genetically or phylogenetically, upon simpler precursors. The prose is personal and literate, peppered with inventive elucidations of concepts and accompanied by a wealth of illustrations designed for conceptual clarity and ease of visualization. The level of presentation has been finely tuned, over several years of class testing, to enhance its pedagogical effectiveness in human anatomy courses.
Download or read book Explore Harvard written by Harvard University and published by . This book was released on 2011 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: As part of its 375th celebration, the University has created a new photo book, Explore Harvard: The Yard and Beyond. This collection of photographs, including contemporary images never before published and archival prints, brings to life the myriad intellectual exchanges that make Harvard one of the world's leading institutions of higher education.
Download or read book An Introduction to Chinese Poetry written by Michael Fuller and published by BRILL. This book was released on 2020-10-26 with total page 496 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This innovative textbook for learning classical Chinese poetry moves beyond the traditional anthology of poems translated into English and instead brings readers—including those with no knowledge of Chinese—as close as possible to the texture of the poems in their original language. The first two chapters introduce the features of classical Chinese that are important for poetry and then survey the formal and rhetorical conventions of classical poetry. The core chapters present the major poets and poems of the Chinese poetic tradition from earliest times to the lyrics of the Song Dynasty (960–1279).Each chapter begins with an overview of the historical context for the poetry of a particular period and provides a brief biography for each poet. Each of the poems appears in the original Chinese with a word-by-word translation, followed by Michael A. Fuller’s unadorned translation, and a more polished version by modern translators. A question-based study guide highlights the important issues in reading and understanding each particular text.Designed for classroom use and for self-study, the textbook’s goal is to help the reader appreciate both the distinctive voices of the major writers in the Chinese poetic tradition and the grand contours of the development of that tradition."
Download or read book Introduction to Probability written by Joseph K. Blitzstein and published by CRC Press. This book was released on 2014-07-24 with total page 599 pages. Available in PDF, EPUB and Kindle. Book excerpt: Developed from celebrated Harvard statistics lectures, Introduction to Probability provides essential language and tools for understanding statistics, randomness, and uncertainty. The book explores a wide variety of applications and examples, ranging from coincidences and paradoxes to Google PageRank and Markov chain Monte Carlo (MCMC). Additional application areas explored include genetics, medicine, computer science, and information theory. The print book version includes a code that provides free access to an eBook version. The authors present the material in an accessible style and motivate concepts using real-world examples. Throughout, they use stories to uncover connections between the fundamental distributions in statistics and conditioning to reduce complicated problems to manageable pieces. The book includes many intuitive explanations, diagrams, and practice problems. Each chapter ends with a section showing how to perform relevant simulations and calculations in R, a free statistical software environment.
Download or read book Introduction to Data Science written by Rafael A. Irizarry and published by CRC Press. This book was released on 2019-11-20 with total page 836 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduction to Data Science: Data Analysis and Prediction Algorithms with R introduces concepts and skills that can help you tackle real-world data analysis challenges. It covers concepts from probability, statistical inference, linear regression, and machine learning. It also helps you develop skills such as R programming, data wrangling, data visualization, predictive algorithm building, file organization with UNIX/Linux shell, version control with Git and GitHub, and reproducible document preparation. This book is a textbook for a first course in data science. No previous knowledge of R is necessary, although some experience with programming may be helpful. The book is divided into six parts: R, data visualization, statistics with R, data wrangling, machine learning, and productivity tools. Each part has several chapters meant to be presented as one lecture. The author uses motivating case studies that realistically mimic a data scientist’s experience. He starts by asking specific questions and answers these through data analysis so concepts are learned as a means to answering the questions. Examples of the case studies included are: US murder rates by state, self-reported student heights, trends in world health and economics, the impact of vaccines on infectious disease rates, the financial crisis of 2007-2008, election forecasting, building a baseball team, image processing of hand-written digits, and movie recommendation systems. The statistical concepts used to answer the case study questions are only briefly introduced, so complementing with a probability and statistics textbook is highly recommended for in-depth understanding of these concepts. If you read and understand the chapters and complete the exercises, you will be prepared to learn the more advanced concepts and skills needed to become an expert.
Download or read book Data Wise Revised and Expanded Edition written by Kathryn Parker Boudett and published by Harvard Education Press. This book was released on 2020-08-26 with total page 437 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data Wise: A Step-by-Step Guide to Using Assessment Results to Improve Teaching and Learning presents a clear and carefully tested blueprint for school leaders. It shows how examining test scores and other classroom data can become a catalyst for important schoolwide conversations that will enhance schools’ abilities to capture teachers’ knowledge, foster collaboration, identify obstacles to change, and enhance school culture and climate. This revised and expanded edition captures the learning that has emerged in integrating the Data Wise process into school practice and brings the book up-to-date with recent developments in education and technology including: The shift to the Common Core State Standards. New material on the “ACE Habits of Mind”: practices that prioritize Action, Collaboration, and Evidence as part of transforming school culture. A new chapter on “How We Improve,” based on experiences implementing Data Wise and to address two common questions: “Where do I start?” and “How long will it take?” Other revisions take into account changes in the roles of school data teams and instructional leadership teams in guiding the inquiry process. The authors have also updated exhibits, examples, and terminology throughout and have added new protocols and resources.
Download or read book The Advancement of Science and Its Burdens written by Gerald James Holton and published by Harvard University Press. This book was released on 1998 with total page 420 pages. Available in PDF, EPUB and Kindle. Book excerpt: In questioning the scientific enterprise and its effect on the society around it, this analysis of modern science has a particular emphasis on the role of thematic elements - often unconscious presuppositions that guide scientific work.
Download or read book Big Data Health Law and Bioethics written by I. Glenn Cohen and published by Cambridge University Press. This book was released on 2018-03-08 with total page 374 pages. Available in PDF, EPUB and Kindle. Book excerpt: When data from all aspects of our lives can be relevant to our health - from our habits at the grocery store and our Google searches to our FitBit data and our medical records - can we really differentiate between big data and health big data? Will health big data be used for good, such as to improve drug safety, or ill, as in insurance discrimination? Will it disrupt health care (and the health care system) as we know it? Will it be possible to protect our health privacy? What barriers will there be to collecting and utilizing health big data? What role should law play, and what ethical concerns may arise? This timely, groundbreaking volume explores these questions and more from a variety of perspectives, examining how law promotes or discourages the use of big data in the health care sphere, and also what we can learn from other sectors.
Download or read book Historical Biogeography written by Jorge CRISCI and published by Harvard University Press. This book was released on 2009-06-30 with total page 263 pages. Available in PDF, EPUB and Kindle. Book excerpt: Though biogeography may be simply defined--the study of the geographic distributions of organisms--the subject itself is extraordinarily complex, involving a range of scientific disciplines and a bewildering diversity of approaches. For convenience, biogeographers have recognized two research traditions: ecological biogeography and historical biogeography. This book makes sense of the profound revolution that historical biogeography has undergone in the last two decades, and of the resulting confusion over its foundations, basic concepts, methods, and relationships to other disciplines of comparative biology. Using case studies, the authors explain and illustrate the fundamentals and the most frequently used methods of this discipline. They show the reader how to tell when a historical biogeographic approach is called for, how to decide what kind of data to collect, how to choose the best method for the problem at hand, how to perform the necessary calculations, how to choose and apply a computer program, and how to interpret results.
Download or read book Introductory Econometrics written by Arthur S. Goldberger and published by Harvard University Press. This book was released on 2009-06-01 with total page 264 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is a textbook for the standard undergraduate econometrics course. Its only prerequisites are a semester course in statistics and one in differential calculus. Arthur Goldberger, an outstanding researcher and teacher of econometrics, views the subject as a tool of empirical inquiry rather than as a collection of arcane procedures. The central issue in such inquiry is how one variable is related to one or more others. Goldberger takes this to mean How does the average value of one variable vary with one or more others? and so takes the population conditional mean function as the target of empirical research. The structure of the book is similar to that of Goldberger's graduate-level textbook, A Course in Econometrics, but the new book is richer in empirical material, makes no use of matrix algebra, and is primarily discursive in style. A great strength is that it is both intuitive and formal, with ideas and methods building on one another until the text presents fairly complicated ideas and proofs that are often avoided in undergraduate econometrics. To help students master the tools of econometrics, Goldberger provides many theoretical and empirical exercises and, on an accompanying diskette, real micro-and macroeconomic data sets. The data sets deal with earnings and education, money demand, firm investment, stock prices, compensation and productivity, and the Phillips curve. THE DATA SETS CAN BE FOUND HERE.
Download or read book Reasoning and the Logic of Things written by Charles Sanders Peirce and published by Harvard University Press. This book was released on 1992 with total page 318 pages. Available in PDF, EPUB and Kindle. Book excerpt: Charles Sanders Peirce (1839-1914) was an American philosopher, physicist, mathematician and founder of pragmatism. This book provides readers with philosopher's only known, complete account of his own work. It comprises a series of lectures given in Cambridge, Massachusetts in 1898.
Download or read book Unmaking the Public University written by Christopher Newfield and published by Harvard University Press. This book was released on 2011-04-30 with total page 406 pages. Available in PDF, EPUB and Kindle. Book excerpt: An essential American dream—equal access to higher education—was becoming a reality with the GI Bill and civil rights movements after World War II. But this vital American promise has been broken. Christopher Newfield argues that the financial and political crises of public universities are not the result of economic downturns or of ultimately valuable restructuring, but of a conservative campaign to end public education’s democratizing influence on American society. Unmaking the Public University is the story of how conservatives have maligned and restructured public universities, deceiving the public to serve their own ends. It is a deep and revealing analysis that is long overdue. Newfield carefully describes how this campaign operated, using extensive research into public university archives. He launches the story with the expansive vision of an equitable and creative America that emerged from the post-war boom in college access, and traces the gradual emergence of the anti-egalitarian “corporate university,” practices that ranged from racial policies to research budgeting. Newfield shows that the culture wars have actually been an economic war that a conservative coalition in business, government, and academia have waged on that economically necessary but often independent group, the college-educated middle class. Newfield’s research exposes the crucial fact that the culture wars have functioned as a kind of neutron bomb, one that pulverizes the social and culture claims of college grads while leaving their technical expertise untouched. Unmaking the Public University incisively sets the record straight, describing a forty-year economic war waged on the college-educated public, and awakening us to a vision of social development shared by scientists and humanists alike.
Download or read book City on a Hill written by Alex Krieger and published by Belknap Press. This book was released on 2019-10-29 with total page 497 pages. Available in PDF, EPUB and Kindle. Book excerpt: A sweeping history of American cities and towns, and the utopian aspirations that shaped them, by one of America’s leading urban planners and scholars. The first European settlers saw America as a paradise regained. The continent seemed to offer a God-given opportunity to start again and build the perfect community. Those messianic days are gone. But as Alex Krieger argues in City on a Hill, any attempt at deep understanding of how the country has developed must recognize the persistent and dramatic consequences of utopian dreaming. Even as ideals have changed, idealism itself has for better and worse shaped our world of bricks and mortar, macadam, parks, and farmland. As he traces this uniquely American story from the Pilgrims to the “smart city,” Krieger delivers a striking new history of our built environment. The Puritans were the first utopians, seeking a New Jerusalem in the New England villages that still stand as models of small-town life. In the Age of Revolution, Thomas Jefferson dreamed of citizen farmers tending plots laid out across the continent in a grid of enlightened rationality. As industrialization brought urbanization, reformers answered emerging slums with a zealous crusade of grand civic architecture and designed the vast urban parks vital to so many cities today. The twentieth century brought cycles of suburban dreaming and urban renewal—one generation’s utopia forming the next one’s nightmare—and experiments as diverse as Walt Disney’s EPCOT, hippie communes, and Las Vegas. Krieger’s compelling and richly illustrated narrative reminds us, as we formulate new ideals today, that we chase our visions surrounded by the glories and failures of dreams gone by.
Download or read book Justice written by Michael J. Sandel and published by Farrar, Straus and Giroux. This book was released on 2009-09-15 with total page 318 pages. Available in PDF, EPUB and Kindle. Book excerpt: A renowned Harvard professor's brilliant, sweeping, inspiring account of the role of justice in our society--and of the moral dilemmas we face as citizens What are our obligations to others as people in a free society? Should government tax the rich to help the poor? Is the free market fair? Is it sometimes wrong to tell the truth? Is killing sometimes morally required? Is it possible, or desirable, to legislate morality? Do individual rights and the common good conflict? Michael J. Sandel's "Justice" course is one of the most popular and influential at Harvard. Up to a thousand students pack the campus theater to hear Sandel relate the big questions of political philosophy to the most vexing issues of the day, and this fall, public television will air a series based on the course. Justice offers readers the same exhilarating journey that captivates Harvard students. This book is a searching, lyrical exploration of the meaning of justice, one that invites readers of all political persuasions to consider familiar controversies in fresh and illuminating ways. Affirmative action, same-sex marriage, physician-assisted suicide, abortion, national service, patriotism and dissent, the moral limits of markets—Sandel dramatizes the challenge of thinking through these con?icts, and shows how a surer grasp of philosophy can help us make sense of politics, morality, and our own convictions as well. Justice is lively, thought-provoking, and wise—an essential new addition to the small shelf of books that speak convincingly to the hard questions of our civic life.
Download or read book Self Consciousness and Objectivity written by Sebastian Rdl and published by Harvard University Press. This book was released on 2018-01-08 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sebastian Rödl undermines a foundational dogma of contemporary philosophy: that knowledge, in order to be objective, must be knowledge of something that is as it is, independent of being known to be so. This profound work revives the thought that knowledge, precisely on account of being objective, is self-knowledge: knowledge knowing itself.
