Master Algorithm : How the Quest for the Ultimate Learning Machine Will Remake Our World

The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World 
The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World
By 作者: Pedro Domingos
ISBN-10 书号: 0465065708
ISBN-13 书号: 9780465065707
Edition 版本: 1
Release Finelybook 出版日期: 2015-09-22
pages 页数: (352

“Domingos writes with verve and passion, and the book has a strong narrative.”
—New Scientist
“[The Master Algorithm] opens the doorway to a world many of us never see or think about, though it has a tremendous impact on our daily lives.”
—Shelf Awareness for Readers
“[The Master Algorithm] does a good job of examining the field’s five main techniques…The subject is meaty and the author…has a knack for introducing concepts at the right moment.”
—The Economist
“Wonderfully erudite, humorous, and easy to read.”
“Domingos is a genial and amusing guide, who sneaks us around the backstage areas of the science in order to witness the sometimes personal (and occasionally acrimonious) tenor of research on the subject in recent decades… This is a highly inclusive book, aimed at a wide range of readers from the merely curious to those who might be interested in pursuing a career in the field. Descriptions and discussions are presented with a commendable lack of jargon and the examples are clear and accessible.”
—Times Higher Education
“An exhilarating venture into groundbreaking computer science.”
—Booklist, starred review
“Machine learning, known in commercial use as predictive analytics, is changing the world. This riveting, far-reaching, and inspiring book introduces the deep scientific concepts to even non-technical readers, and yet also satisfies experts with a fresh, profound perspective that reveals the most promising research directions. It’s a rare gem indeed.”
—Eric Siegel, founder of Predictive Analytics World and author of Predictive Analytics: The Power to Predict Who Will Click, Buy, Lie, or Die
“With terms like ‘Machine Learning’ and ‘Big Data’ regularly making headlines, there is no shortage of hype-filled business books on the subject. There are also textbooks that are too technical to be accessible. For those in the middle—from executives to college students—this is the ideal book, showing how and why things really work without the heavy math. Unlike other books that proclaim a bright future, this one actually gives you what you need to understand the changes that are coming.”
—Peter Norvig, Director of Research, Google and coauthor of Artificial Intelligence: A Modern Approach
“Starting with the audacious claim that all knowledge can be derived from data by a single ‘master algorithm,’ Domingos takes the reader on a fast-paced journey through the brave new world of machine learning. Writing breezily but with deep authority, Domingos is the perfect tour guide from whom you will learn everything you need to know about this exciting field, and a surprising amount about science and philosophy as well.”
—Duncan Watts, Principal Researcher, Microsoft Research, and author of Six Degrees and Everything Is Obvious *Once You Know the Answer
“The holy grail of computer science is a machine that can teach itself, as we humans do, from experience. Machine learning could help us do everything from curing cancer to building humanoid robots. Pedro Domingos demystifies machine learning and shows how wondrous and exciting the future will be.”
—Walter Isaacson, author of Steve Jobs and The Innovators
“[An] enthusiastic but not dumbed-down introduction to machine learning… lucid and consistently informative…. With wit, vision, and scholarship, Domingos describes how these scientists are creating programs that allow a computer to teach itself. Readers…will discover fascinating insights.”
—Kirkus Reviews
“This book is a sheer pleasure, mixed with education. I am recommending it to all my students, those who studied machine learning, those who are about to do it and those who are about to teach it. The author succeeds not only in presenting an accurate and entertaining journey through the methodological ideas behind machine learning but also in embedding those ideas in a colorful tapestry of philosophical questions concerning the ultimate capacity of man to emulate itself. A must read for both realists and futurists.”
—Judea Pearl, Professor of Computer Science, UCLA and winner of the A. M. Turing Award
Pedro Domingos is a professor of computer science at the University of Washington. He is a winner of the SIGKDD Innovation Award, the highest honor in data science. A fellow of the Association for the Advancement of Artificial Intelligence, he lives near Seattle.
1. The Machine Learning Revolution 2. The Master Algorithm 3. Hume’s Problem of Induction 4. How Does Your Brain Learn? 5. Evolution: Nature’s Learning Algorithm 6. In the Church of the Reverend Bayes 7. You Are What You Resemble 8. Learning Without a Teacher 9. The Pieces of the Puzzle Fall into Place 10. This Is the World on Machine Learning
– 读者意识
– 高等教育
– 书列表,加星标的评论
预测分析世界的创始人–Eric Siegel和Predictive Analytics的作者:预测谁将点击,购买,谎言或死亡的力量
-Peter Norvig,谷歌研究总监,人工智能合作者:现代方法
-Duncan Watts,微软研究部首席研究员,六度和一切的作者都是显而易见的*一旦知道答案
“计算机科学的圣杯是一种可以像我们人类一样从经验中教导自己的机器。机器学习可以帮助我们从治愈癌症到建构人形机器人方面做一切。佩德罗·多明戈斯(Demo Domingos)对机器学习进行了揭示,并展示了未来将会如何令人兴奋和激动人心。
– 沃尔特·艾萨克森,史蒂夫·乔布斯和创新者的作者
“这本书是一种纯粹的乐趣,与教育混合在一起。我向所有的学生,学习机器学习的人,即将要做的人和即将教授的人提出建议。作者不仅通过机器学习背后的方法论思想,不断提出准确有趣的旅程,还将这些想法嵌入到一个关于人类终极能力效仿的哲学问题的彩色挂毯中。 A必须为现实主义者和未来主义者阅读。“
– 犹太珍珠,加州大学洛杉矶分校计算机科学系教授,图灵奖A.

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