Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how.
By using concrete examples, minimal theory, and two production-ready Python frameworks—scikit-learn and TensorFlow—author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You’ll learn a range of techniques, starting with simple linear regression and progressing to deep neural networks. With exercises in each chapter to help you apply what you’ve learned, all you need is programming experience to get started.Explore the machine learning landscape, particularly neural netsUse scikit-learn to track an example machine-learning project end-to-endExplore several training models, including support vector machines, decision trees, random forests, and ensemble methodsUse the TensorFlow library to build and train neural netsDive into neural net architectures, including convolutional nets, recurrent nets, and deep reinforcement learningLearn techniques for training and scaling deep neural netsApply practical code examples without acquiring excessive machine learning theory or algorithm details
In this classic, the world's expert on language and mind lucidly explains everything you always wanted to know about language: how it works, how children learn it, how it changes, how the brain computes it, and how it evolved. With deft use of examples of humor and wordplay, Steven Pinker weaves our vast knowledge of language into a compelling story: language is a human instinct, wired into our brains by evolution. The Language Instinct received the William James Book Prize from the American Psychological Association and the Public Interest Award from the Linguistics Society of America. This edition includes an update on advances in the science of language since The Language Instinct was first published.
Gordon Marino is professor of philosophy and director of the Hong Kierkegaard Library at St. Olaf College in Northfield, Minnesota. A recipient of the Richard J. Davis Ethics Award for excellence in writing on ethics and the law, he is the author of Kierkegaard in the Present Age, co-editor of The Cambridge Companion to Kierkegaard, and editor of the Modern Library’s Basic Writings of Existentialism. His essays have appeared in The New York Times.
From the Trade Paperback edition.
Animal tracks, word magic, the speech of stones, the power of letters, and the taste of the wind all figure prominently in this intellectual tour de force that returns us to our senses and to the sensuous terrain that sustains us. This major work of ecological philosophy startles the senses out of habitual ways of perception.
For a thousand generations, human beings viewed themselves as part of the wider community of nature, and they carried on active relationships not only with other people with other animals, plants, and natural objects (including mountains, rivers, winds, and weather patters) that we have only lately come to think of as "inanimate." How, then, did humans come to sever their ancient reciprocity with the natural world? What will it take for us to recover a sustaining relation with the breathing earth?
In The Spell of the Sensuous David Abram draws on sources as diverse as the philosophy of Merleau-Ponty, Balinese shamanism, Apache storytelling, and his own experience as an accomplished sleight-of-hand of magician to reveal the subtle dependence of human cognition on the natural environment. He explores the character of perception and excavates the sensual foundations of language, which--even at its most abstract--echoes the calls and cries of the earth. On every page of this lyrical work, Abram weaves his arguments with a passion, a precision, and an intellectual daring that recall such writers as Loren Eisleley, Annie Dillard, and Barry Lopez.
From the Trade Paperback edition.
Each chapter focuses on a specific problem in machine learning, such as classification, prediction, optimization, and recommendation. Using the R programming language, you’ll learn how to analyze sample datasets and write simple machine learning algorithms. Machine Learning for Hackers is ideal for programmers from any background, including business, government, and academic research.Develop a naïve Bayesian classifier to determine if an email is spam, based only on its textUse linear regression to predict the number of page views for the top 1,000 websitesLearn optimization techniques by attempting to break a simple letter cipherCompare and contrast U.S. Senators statistically, based on their voting recordsBuild a “whom to follow” recommendation system from Twitter data
And in the twelfth year, on the seventh day of Ielool, the month of reaping, he climbed the hill without the city walls and looked seaward; and he beheld his ship coming with the mist.
Then the gates of his heart were flung open, and his joy flew far over the sea. And he closed his eyes and prayed in the silences of his soul.
BUT as he descended the hill, a sadness came upon him, and he thought in his heart:
How shall I go in peace and without sorrow? Nay, not without a wound in the spirit shall I leave this city.
Long were the days of pain I have spent within its walls, and long were the nights of aloneness; and who can depart from his pain and his aloneness without regret?
Too many fragments of the spirit have I scattered in these streets, and too many are the children of my longing that walk naked among these hills, and I cannot withdraw from them without a burden and an ache.
Using straightforward graphics and artworks, as well as thoroughly accessible text that elucidates more than two thousand years of philosophical thought, The Philosophy Book makes abstract concepts concrete.
From moral ethics to the philosophies of religions, The Philosophy Book sheds a light on the famous ideas and thinkers from the ancient world through the present day. Including theories from Pythagoras to Voltaire and Mary Wollstonecraft to Noam Chomsky, The Philosophy Book offers anyone with an interest in philosophy an essential resource to the great philosophers and the views that have shaped our society.
Called "the sleeper hit of the publishing season" (The Boston Globe), Shop Class as Soulcraft became an instant bestseller, attracting readers with its radical (and timely) reappraisal of the merits of skilled manual labor. On both economic and psychological grounds, author Matthew B. Crawford questions the educational imperative of turning everyone into a "knowledge worker," based on a misguided separation of thinking from doing. Using his own experience as an electrician and mechanic, Crawford presents a wonderfully articulated call for self-reliance and a moving reflection on how we can live concretely in an ever more abstract world.
SAN FRANCISCO CHRONICLE
Here are the great minds of Western civilization and their pivotal ideas, from Plato to Hegel, from Augustine to Nietzsche, from Copernicus to Freud. Richard Tarnas performs the near-miracle of describing profound philosophical concepts simply but without simplifying them. Ten years in the making and already hailed as a classic, THE PASSION OF THE WESERN MIND is truly a complete liberal education in a single volume.
From the Trade Paperback edition.
The ancients regarded rhetoric as the crowning intellectual discipline — the synthesis of logical principles and other knowledge attained from years of schooling. Modern readers will find considerable relevance in Aristotelian rhetoric and its focus on developing persuasive tools of argumentation. Aristotle's examinations of how to compose and interpret speeches offer significant insights into the language and style of contemporary communications, from advertisements to news reports and other media.
Lakoff reveals radically different but remarkably consistent conceptions of morality on both the left and right. Moral worldviews, like most deep ways of understanding the world, are unconscious—part of our “hard-wired” brain circuitry. When confronted with facts that don’t fit our moral worldview, our brains work automatically and unconsciously to ignore or reject these facts, and it takes extraordinary openness and awareness of this phenomenon to pay critical attention to the vast number of facts we are presented with each day. For this new edition, Lakoff has added a new preface and afterword, extending his observations to major ideological conflicts since the book's original publication, from the Affordable Care Act to the wars in Iraq and Afghanistan, the recent financial crisis, and the effects of global warming. One might have hoped such massive changes would bring people together, but the reverse has actually happened; the divide between liberals and conservatives has become stronger and more virulent.
To have any hope of bringing mutual respect to the current social and political divide, we need to clearly understand the problem and make it part of our contemporary public discourse. Moral Politics offers a much-needed wake-up call to both the left and the right.
From the Trade Paperback edition.
Kaufmann's version of psychohistory stays clear of gossip and is carefully documented. He offers us a radically new understanding of two centuries of intellectual history, but his primary focus is on self-knowledge. He is in a unique position to perform this task by virtue of being, according to Stephen Spender, "the best translator of "Faust"; "and in Sidney Hook's view, "unquestionably the most interesting and informative writer of Hegel in English."
The foremost interpreter of Kant, Lewis White Beck, has called this book on "Goethe, Kant, and.Hegel ""fascinating" - a work which "will stir up a good many people by telling them things they have never heard, and providing an alternative to what is the accepted reading of that part of the history of philosophy. The story of how personality affects philosophy has never been better told." We are shown how Goethe advanced the discovery of the mind more than anyone before him, while Kant was in many ways a disaster. Hegel, like others between 1790 to 1990, tried to reconcile Kant and Goethe.
Kaufmann shows this is impossible He paints a large picture, but he is always highly specific and details the major contributions of Goethe and Hegel as well as the ways in which Kant's immense influence proved catastrophic.
The second part of the book (Parts III and IV) introduces more specialized neural network architectures, including 1D convolutional neural networks, recurrent neural networks, conditioned-generation models, and attention-based models. These architectures and techniques are the driving force behind state-of-the-art algorithms for machine translation, syntactic parsing, and many other applications. Finally, we also discuss tree-shaped networks, structured prediction, and the prospects of multi-task learning.
"... a first-rate edition, which supersedes all other portable Peirces.... all the Peirce most people will ever need." —Louis Menand, The New York Review of Books
Volume 2 of this convenient two-volume chronological reader’s edition provides the first comprehensive anthology of the brilliant American thinker Charles Sanders Peirce’s mature philosophy. A central focus of Volume 2 is Peirce’s evolving theory of signs and its appplication to his pragmatism.
Beginning with the principles of symbolism and the necessary relations between words and objects, the author applies his theories to various branches of traditional philosophy, illustrating how mistakes arise from inappropriate use of symbolism and misuses of language. After examining the logical structure of propositions and the nature of logical inference, he discusses the theory of knowledge as well as principles of physics and ethics and aspects of the mystical.
Supervised by the author himself, this translation from the German by C. K. Ogden is regarded as the definitive text. A magisterial introduction by the distinguished philosopher Bertrand Russell hails Wittgenstein's achievement as extraordinarily important, "one which no serious philosopher can afford to neglect." Introduction by Bertrand Russell.
Eyewitness Companions: Philosophy combines metaphysics, epistemology, logic, the philosophy of religion, andethics Introduces the metaphors, analogies, and stories philosophers use to explain theories.
Marcus Aurelius succeeded his adoptive father as emperor of Rome in A.D. 161—and Meditations remains one of the greatest works of spiritual and ethical reflection ever written. The Meditations have become required reading for statesmen and philosophers alike, while generations of readers have responded to the straightforward intimacy of the leader’s style. In Gregory Hays’s seminal translation, Marcus’s thoughts speak with a new immediacy: Never before have they been so directly and powerfully presented.
SELECTED DIALOGUES OF PLATO
In this volume, Hayden Pelliccia has revised five of Benjamin Jowett’s translations of Plato—classics in their own right—to produce a fresh, modern take that Library Journal calls “a needed and welcome addition to the translations of the Dialogues.” Here are Ion, Protagoras, Phaedrus, and the famous Symposium, which discuss poetry, the Socratic method, rhetoric, psychology, and love. Most dramatically, Apology puts Socrates’ art of persuasion to the ultimate test—defending his own life.
THE BASIC WORKS OF ARISTOTLE
Preserved by Arabic mathematicians and canonized by Christian scholars, Aristotle’s works have shaped Western thought, science, and religion for nearly two thousand years—and Richard McKeon’s edition has long been considered the best available one-volume Aristotle. Here are selections from the Organon, On the Heavens, The Short Physical Treatises, Rhetoric, among others, and On the Soul, On Generation and Corruption, Physics, Metaphysics, Nicomachean Ethics, Politics, and Poetics in their entirety.
In The Essential Writings of Machiavelli, Peter Constantine has assembled a comprehensive collection that shows the true depth and breadth of a great Renaissance thinker. Refreshingly accessible, these superb new translations are faithful to Machiavelli’s original, beautifully crafted writings.
The volume features essays that appear in English for the first time, such as “A Caution to the Medici” and “The Persecution of Africa.” Also included are complete versions of the political treatise, The Prince, the comic satire The Mandrake, The Life of Castruccio Castracani, and the classic story “Belfagor”, along with selections from The Discourses, The Art of War, and Florentine Histories. Augmented with useful features–vital and concise annotations and cross-references–this unique compendium is certain to become the standard one-volume reference to this influential, versatile, and ever timely writer.
“Machiavelli's stress on political necessity rather than moral perfection helped inspire the Renaissance by renewing links with Thucydides and other classical thinkers. This new collection provides deeper insight into Machiavelli’s personality as a writer, thus broadening our understanding of him.”
–Robert D. Kaplan, author of Warrior Politics: Why Leadership Demands a Pagan Ethos
“Constantine’s selection is not only intelligent; his translations are astonishingly good. Thoughtfully introduced by Albert Russell Ascoli, this edition belongs in everyone’s library.”
–John Jeffries Martin, professor and chair, department of history, Trinity University
“If one were to assign a single edition of Machiavelli's works, this most certainly would be it.”
–John P. McCormick, professor, department of political science, University of Chicago
From the Trade Paperback edition.
Kahlil Gibran’s works are known throughout the world for their lyrical grandeur, wisdom, and insights drawn from the everyday sufferings of man. This nine-book collection captures one of modern history’s titanic literary figures at his best. Texts such as “The Secret of the Heart,” “Laughter and Tears,” and “Song of the Flower” reveal the vivid splendor of life through Gibran’s gifted similes and symbolism. Passionate and unforgettable, these verses of lyric prose impart to the reader a grand symphony of sparking joys epitomizing the qualities that have made Gibran one of the world’s most eminent philosophical virtuosos.
“A landmark book. . . . It guides linguists and educators as we all work to apply our knowledge on behalf of those for whom it matters most: students.”
—From the Afterword by Walt Wolfram, North Carolina State University
“In the ongoing debate about language we typically hear arguments about what students say and/or how they say it. Finally, a volume that takes on the ‘elephant in the parlor’—WHO is saying it. By laying bare the complicated issues of race, culture, region, and ethnicity, Charity Hudley and Mallinson provide a scholarly significant and practically relevant text for scholars and practitioners alike. This is bound to be an important contribution to the literature.”
—Gloria Ladson-Billings, University of Wisconsin–Madison
“An invaluable guide for teachers, graduate students, and all lovers of language. The authors provide a comprehensive and fascinating account of Southern and African American English, showing how it differs from standardized English, how those differences affect children in the classroom, and how teachers can use these insights to better serve their students.”
—Deborah Tannen, University Professor and professor of linguistics, Georgetown University</p
Gesture and Thought expands on McNeill’s acclaimed classic Hand and Mind. While that earlier work demonstrated what gestures reveal about thought, here gestures are shown to be active participants in both speaking and thinking. Expanding on an approach introduced by Lev Vygotsky in the 1930s, McNeill posits that gestures are key ingredients in an “imagery-language dialectic” that fuels both speech and thought. Gestures are both the “imagery” and components of “language.” The smallest element of this dialectic is the “growth point,” a snapshot of an utterance at its beginning psychological stage. Utilizing several innovative experiments he created and administered with subjects spanning several different age, gender, and language groups, McNeill shows how growth points organize themselves into utterances and extend to discourse at the moment of speaking.
An ambitious project in the ongoing study of the relationship of human communication and thought, Gesture and Thought is a work of such consequence that it will influence all subsequent theory on the subject.
The authors demonstrate how treating text as data frames enables you to manipulate, summarize, and visualize characteristics of text. You’ll also learn how to integrate natural language processing (NLP) into effective workflows. Practical code examples and data explorations will help you generate real insights from literature, news, and social media.Learn how to apply the tidy text format to NLPUse sentiment analysis to mine the emotional content of textIdentify a document’s most important terms with frequency measurementsExplore relationships and connections between words with the ggraph and widyr packagesConvert back and forth between R’s tidy and non-tidy text formatsUse topic modeling to classify document collections into natural groupsExamine case studies that compare Twitter archives, dig into NASA metadata, and analyze thousands of Usenet messages
Please visit the series companion website for more information: http://routledgetextbooks.com/textbooks/9781315679594/
In 1931 the mathematical logician Kurt Godel published a revolutionary paper that challenged certain basic assumptions underpinning mathematics and logic. A colleague of physicist Albert Einstein, his theorem proved that mathematics was partly based on propositions not provable within the mathematical system. The importance of Godel's Proof rests upon its radical implications and has echoed throughout many fields, from maths to science to philosophy, computer design, artificial intelligence, even religion and psychology. While others such as Douglas Hofstadter and Roger Penrose have published bestsellers based on Godel’s theorem, this is the first book to present a readable explanation to both scholars and non-specialists alike. A gripping combination of science and accessibility, Godel’s Proof by Nagel and Newman is for both mathematicians and the idly curious, offering those with a taste for logic and philosophy the chance to satisfy their intellectual curiosity.
Kurt Godel (1906 – 1978) Born in Brunn, he was a colleague of physicist Albert Einstein and professor at the Institute for Advanced Study in Princeton, N.J.
Basic Writings of Existentialism, unique to the Modern Library, presents the writings of key nineteenth- and twentieth-century thinkers broadly united by their belief that because life has no inherent meaning humans can discover, we must determine meaning for ourselves. This anthology brings together into one volume the most influential and commonly taught works of existentialism. Contributors include Simone de Beauvoir, Albert Camus, Fyodor Dostoevsky, Ralph Ellison, Martin Heidegger, Søren Kierkegaard, Friedrich Nietzsche, Jean-Paul Sartre, and Miguel de Unamuno y Jugo.
From the Trade Paperback edition.
The core information for every topic - including debates such as the role of philosophy in science and religion, key thinkers from Aristotle to Marx, and introductions to morality and ethics - is explained in straightforward language, using illustrations to make the concepts easy to understand and remember.
Whether you are perplexed by existentialism or pondering the notion of free will, this accessible small-format book will help any reader to quickly grasp the basics of this highly nuanced subject.
Top SLA researchers and applied linguists lend their expertise on matters such as foreign language across curriculum programs, testing, online learning, the incorporation of linguistic variation into the classroom, heritage language learners, the teaching of translation, the effects of study abroad and classroom contexts on learning, and other pedagogical issues. Other common themes of The Art of Teaching Spanish include the rejection of the concept of a monolithic language competence, the importance of language as social practice and cultural competence, the psycholinguistic component of SLA, and the need for more cross-fertilization from related fields.
In his writing, Mark Twain had a distinctly American humor and was never shy to use it. In this collection of his mostly wise and sometimes controversial observations about the world he lived in, its people, and its ideas, readers can learn firsthand why he became one of the most popular and irreverent figures of his day. Drawing from his books, short stories, essays, sketches, and speeches, as well as from travel and autobiographical pieces, The Wisdom of Mark Twain demonstrates that his quick tongue and keen eye offered ideas—explicit and implicit, funny and entertaining, troubling and thought provoking—that remain relatable over one hundred years later.
* Understand key terms and concepts in phonology and phonetics
* Become aware of current issues and debates in research and apply these to pronunciation teaching, particularly in EIL contexts
* Conduct phonological analysis of learner language, including phonemic transcription
* Diagnose and assess learner's pronunciation difficulties and needs
* Plan a structured pronunciation syllabus
The book assumes no prior knowledge and is a key resource for both newcomers and experienced practitioners in the fields of English Language Teaching as well as students of applied linguistics.
Guided by neuroscience, animal behavior, evolution, philosophy, and psychology, Asma burrows deep into the human psyche to look right at the enigmatic but powerful engine that is our improvisational creativity—the source, he argues, of our remarkable imaginational capacity. How is it, he asks, that a story can evoke a whole world inside of us? How are we able to rehearse a skill, a speech, or even an entire scenario simply by thinking about it? How does creativity go beyond experience and help us make something completely new? And how does our moral imagination help us sculpt a better society? As he shows, we live in a world that is only partly happening in reality. Huge swaths of our cognitive experiences are made up by “what-ifs,” “almosts,” and “maybes,” an imagined terrain that churns out one of the most overlooked but necessary resources for our flourishing: possibilities. Considering everything from how imagination works in our physical bodies to the ways we make images, from the mechanics of language and our ability to tell stories to the creative composition of self-consciousness, Asma expands our personal and day-to-day forms of imagination into a grand scale: as one of the decisive evolutionary forces that has guided human development from the Paleolithic era to today. The result is an inspiring look at the rich relationships among improvisation, imagination, and culture, and a privileged glimpse into the unique nature of our evolved minds.