Download or read book Machine Learning Design Patterns written by Valliappa Lakshmanan and published by O'Reilly Media. This book was released on 2020-10-15 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt: The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice. In this book, you will find detailed explanations of 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the best technique for your situation. You'll learn how to: Identify and mitigate common challenges when training, evaluating, and deploying ML models Represent data for different ML model types, including embeddings, feature crosses, and more Choose the right model type for specific problems Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning Deploy scalable ML systems that you can retrain and update to reflect new data Interpret model predictions for stakeholders and ensure models are treating users fairly

Download or read book Audio vision written by Michel Chion and published by Columbia University Press. This book was released on 1994 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deals with issue of sound in audio-visual images

Download or read book Rescuing Socrates written by Roosevelt Montas and published by Princeton University Press. This book was released on 2023-03-21 with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt: A Dominican-born academic tells the story of how the Great Books transformed his life—and why they have the power to speak to people of all backgrounds What is the value of a liberal education? Traditionally characterized by a rigorous engagement with the classics of Western thought and literature, this approach to education is all but extinct in American universities, replaced by flexible distribution requirements and ever-narrower academic specialization. Many academics attack the very idea of a Western canon as chauvinistic, while the general public increasingly doubts the value of the humanities. In Rescuing Socrates, Dominican-born American academic Roosevelt Montás tells the story of how a liberal education transformed his life, and offers an intimate account of the relevance of the Great Books today, especially to members of historically marginalized communities. Montás emigrated from the Dominican Republic to Queens, New York, when he was twelve and encountered the Western classics as an undergraduate in Columbia University’s renowned Core Curriculum, one of America’s last remaining Great Books programs. The experience changed his life and determined his career—he went on to earn a PhD in English and comparative literature, serve as director of Columbia’s Center for the Core Curriculum, and start a Great Books program for low-income high school students who aspire to be the first in their families to attend college. Weaving together memoir and literary reflection, Rescuing Socrates describes how four authors—Plato, Augustine, Freud, and Gandhi—had a profound impact on Montás’s life. In doing so, the book drives home what it’s like to experience a liberal education—and why it can still remake lives.

Download or read book Bytes and Backbeats written by Steve Savage and published by University of Michigan Press. This book was released on 2019-02-28 with total page 421 pages. Available in PDF, EPUB and Kindle. Book excerpt: From Attali's "cold social silence" to Baudrillard's hallucinatory reality, reproduced music has long been the target of critical attack. In Bytes and Backbeats, however, Steve Savage deploys an innovative combination of designed recording projects, ethnographic studies of contemporary music practice, and critical analysis to challenge many of these traditional attitudes about the creation and reception of music. Savage adopts the notion of "repurposing" as central to understanding how every aspect of musical activity, from creation to reception, has been transformed, arguing that the tension within production between a naturalizing "art" and a self-conscious "artifice" reflects and feeds into our evolving notions of creativity, authenticity, and community. At the core of the book are three original audio projects, drawing from rock & roll, jazz, and traditional African music, through which Savage is able to target areas of contemporary practice that are particularly significant in the cultural evolution of the musical experience. Each audio project includes a studio study providing context for the social and cultural analysis that follows. This work stems from Savage's experience as a professional recording engineer and record producer.

Download or read book The Hungry Brain written by Stephan J. Guyenet, Ph.D. and published by Flatiron Books. This book was released on 2017-02-07 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: A Publishers Weekly Best Book of the Year From an obesity and neuroscience researcher with a knack for engaging, humorous storytelling, The Hungry Brain uses cutting-edge science to answer the questions: why do we overeat, and what can we do about it? No one wants to overeat. And certainly no one wants to overeat for years, become overweight, and end up with a high risk of diabetes or heart disease--yet two thirds of Americans do precisely that. Even though we know better, we often eat too much. Why does our behavior betray our own intentions to be lean and healthy? The problem, argues obesity and neuroscience researcher Stephan J. Guyenet, is not necessarily a lack of willpower or an incorrect understanding of what to eat. Rather, our appetites and food choices are led astray by ancient, instinctive brain circuits that play by the rules of a survival game that no longer exists. And these circuits don’t care about how you look in a bathing suit next summer. To make the case, The Hungry Brain takes readers on an eye-opening journey through cutting-edge neuroscience that has never before been available to a general audience. The Hungry Brain delivers profound insights into why the brain undermines our weight goals and transforms these insights into practical guidelines for eating well and staying slim. Along the way, it explores how the human brain works, revealing how this mysterious organ makes us who we are.

Download or read book The Absolute Sound written by and published by . This book was released on 2002 with total page 1006 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Making Music written by Dennis DeSantis and published by . This book was released on 2015 with total page 341 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book The Invention of Everything Else written by Samantha Hunt and published by Houghton Mifflin Harcourt. This book was released on 2009 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: Hunt's novel is a wondrous imagining of an unlikely friendship between theeccentric inventor Nikola Tesla and a young chambermaid in the Hotel New Yorker, where Tesla lived out his last days.

Download or read book Information Science and Electronic Engineering written by Dongxing Wang and published by CRC Press. This book was released on 2016-12-08 with total page 477 pages. Available in PDF, EPUB and Kindle. Book excerpt: Information Science and Electronic Engineering is a collection of contributions drawn from the International Conference of Electronic Engineering and Information Science (ICEEIS 2016) held January 4-5, 2016 in Harbin, China. The papers in this proceedings volume cover various topics, including: - Electronic Engineering - Information Science and Information Technologies - Computational Mathematics and Data Mining - Image Processing and Computer Vision - Communication and Signal Processing - Control and Automation of Mechatronics - Methods, Devices and Systems for Measurement and Monitoring - Engineering of Weapon Systems - Mechanical Engineering and Material Science - Technologies of Processing. The content of this proceedings volume will be of interest to professionals and academics in the fields of Electronic Engineering, Computer Science and Mechanical Engineering.

Download or read book The Engineer written by and published by . This book was released on 1858 with total page 618 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book The Digital Audio Music List written by Howard Ferstler and published by . This book was released on 1999 with total page 486 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Digital Audio Music List by Howard Ferstler is unique for its detailed exploration of the technology behind high-definition recordings. The author goes beyond identifying excellent recordings and explains the techniques used in making them, the analysis of various kinds of recorded sound, and the nature of the equipment used to reproduce the performance. He discusses recording techniques and approaches, emphasizing the relationship between microphone placement, recording equipment, and the resulting sound.

Download or read book The Tuning of the World written by R. Murray Schafer and published by Philadelphia : University of Pennsylvania Press. This book was released on 1980 with total page 301 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Class written by Paul Fussell and published by Simon and Schuster. This book was released on 1992 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes the living-room artifacts, clothing styles, and intellectual proclivities of American classes from top to bottom.

Download or read book Luxury Arts of the Renaissance written by Marina Belozerskaya and published by Getty Publications. This book was released on 2005-10-01 with total page 292 pages. Available in PDF, EPUB and Kindle. Book excerpt: Today we associate the Renaissance with painting, sculpture, and architecture—the “major” arts. Yet contemporaries often held the “minor” arts—gem-studded goldwork, richly embellished armor, splendid tapestries and embroideries, music, and ephemeral multi-media spectacles—in much higher esteem. Isabella d’Este, Marchesa of Mantua, was typical of the Italian nobility: she bequeathed to her children precious stone vases mounted in gold, engraved gems, ivories, and antique bronzes and marbles; her favorite ladies-in-waiting, by contrast, received mere paintings. Renaissance patrons and observers extolled finely wrought luxury artifacts for their exquisite craftsmanship and the symbolic capital of their components; paintings and sculptures in modest materials, although discussed by some literati, were of lesser consequence. This book endeavors to return to the mainstream material long marginalized as a result of historical and ideological biases of the intervening centuries. The author analyzes how luxury arts went from being lofty markers of ascendancy and discernment in the Renaissance to being dismissed as “decorative” or “minor” arts—extravagant trinkets of the rich unworthy of the status of Art. Then, by re-examining the objects themselves and their uses in their day, she shows how sumptuous creations constructed the world and taste of Renaissance women and men.

Download or read book Making it HUGE in Video Games written by Chance Thomas and published by CRC Press. This book was released on 2023-10-24 with total page 303 pages. Available in PDF, EPUB and Kindle. Book excerpt: Making it HUGE in Video Games recounts the astonishing journey of an unassuming, middle-of-the-bell-curve young man, rising from mundane beginnings to scale the dizzying heights of artistic distinction and financial success in the worldwide video game industry. This is the story of Chance Thomas, a moderately talented musician who struggled and grew to compose original scores for some of the most well-known entertainment properties in the world. Detailed personal accounts and instructive side bars carry readers across the jagged peaks and valleys of an absolutely achievable career in video games. World-famous IP’s get personal treatment here – The Lord of the Rings, Marvel, Avatar, Dungeons & Dragons, Warhammer, DOTA 2, King Kong, The Settlers, and many more. Readers will discover unvarnished true stories about starting out, pitching and pursuing gigs, negotiating contracts, composing and producing scores, multinational corporations and personalities, funny anecdotes, daunting challenges, glorious successes, and instructive failures. Autobiographical details throughout provide intimate perspective, vibrant color, and inspiration. The book is written in a comfortable, conversational style. Think of this as a career guidebook wrapped around a personal retrospective; a professional how-to manual woven into a memoir.

Download or read book Oxford Handbook of Ethics of AI written by Markus D. Dubber and published by Oxford University Press. This book was released on 2020-06-30 with total page 1000 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume tackles a quickly-evolving field of inquiry, mapping the existing discourse as part of a general attempt to place current developments in historical context; at the same time, breaking new ground in taking on novel subjects and pursuing fresh approaches. The term "A.I." is used to refer to a broad range of phenomena, from machine learning and data mining to artificial general intelligence. The recent advent of more sophisticated AI systems, which function with partial or full autonomy and are capable of tasks which require learning and 'intelligence', presents difficult ethical questions, and has drawn concerns from many quarters about individual and societal welfare, democratic decision-making, moral agency, and the prevention of harm. This work ranges from explorations of normative constraints on specific applications of machine learning algorithms today-in everyday medical practice, for instance-to reflections on the (potential) status of AI as a form of consciousness with attendant rights and duties and, more generally still, on the conceptual terms and frameworks necessarily to understand tasks requiring intelligence, whether "human" or "A.I."

Download or read book How Learning Works written by Susan A. Ambrose and published by John Wiley & Sons. This book was released on 2010-04-16 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Praise for How Learning Works "How Learning Works is the perfect title for this excellent book. Drawing upon new research in psychology, education, and cognitive science, the authors have demystified a complex topic into clear explanations of seven powerful learning principles. Full of great ideas and practical suggestions, all based on solid research evidence, this book is essential reading for instructors at all levels who wish to improve their students' learning." —Barbara Gross Davis, assistant vice chancellor for educational development, University of California, Berkeley, and author, Tools for Teaching "This book is a must-read for every instructor, new or experienced. Although I have been teaching for almost thirty years, as I read this book I found myself resonating with many of its ideas, and I discovered new ways of thinking about teaching." —Eugenia T. Paulus, professor of chemistry, North Hennepin Community College, and 2008 U.S. Community Colleges Professor of the Year from The Carnegie Foundation for the Advancement of Teaching and the Council for Advancement and Support of Education "Thank you Carnegie Mellon for making accessible what has previously been inaccessible to those of us who are not learning scientists. Your focus on the essence of learning combined with concrete examples of the daily challenges of teaching and clear tactical strategies for faculty to consider is a welcome work. I will recommend this book to all my colleagues." —Catherine M. Casserly, senior partner, The Carnegie Foundation for the Advancement of Teaching "As you read about each of the seven basic learning principles in this book, you will find advice that is grounded in learning theory, based on research evidence, relevant to college teaching, and easy to understand. The authors have extensive knowledge and experience in applying the science of learning to college teaching, and they graciously share it with you in this organized and readable book." —From the Foreword by Richard E. Mayer, professor of psychology, University of California, Santa Barbara; coauthor, e-Learning and the Science of Instruction; and author, Multimedia Learning