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

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Basic Books, Sep 22, 2015 - Computers - 352 pages
Recommended by Bill Gates

A thought-provoking and wide-ranging exploration of machine learning and the race to build computer intelligences as flexible as our own


In the world's top research labs and universities, the race is on to invent the ultimate learning algorithm: one capable of discovering any knowledge from data, and doing anything we want, before we even ask. In The Master Algorithm, Pedro Domingos lifts the veil to give us a peek inside the learning machines that power Google, Amazon, and your smartphone. He assembles a blueprint for the future universal learner--the Master Algorithm--and discusses what it will mean for business, science, and society. If data-ism is today's philosophy, this book is its bible.
 

Contents

The MachineLearning Revolution
1
The Master Algorithm
23
Humes Problem of Induction
57
How Does Your Brain Learn?
93
Evolution Natures Learning Algorithm
121
In the Church of the Reverend Bayes
143
You Are What You Resemble
177
Learning Without a Teacher
203
The Pieces of the Puzzle Fall into Place
235
This Is the World on Machine Learning
263
Acknowledgments
295
Further Readings
297
Index
313
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About the author (2015)

Pedro Domingos is a professor emeritus 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.

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