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

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Basic Books, 22 Σεπ 2015 - 352 σελίδες

Under the aegis of machine learning in our data-driven machine age, computers are programming themselves and learning aboutand solvingan extraordinary range of problems, from the mundane to the most daunting. Today it is machine learning programs that enable Amazon and Netflix to predict what users will like, Apple to power Siri's ability to understand voices, and Google to pilot cars. These programs are already helping us fight the war on cancer and predict the movements of the stock market, and they are making great headway with instant language translation and discovering new laws of nature.

But machine learning is incomplete, and its practitioners across the globe are seeking the most powerful algorithm of all. The Master Algorithm will not be limited to solving particular problems but will be able to learn anything and solve any problem, however difficult, and Pedro Domingos, a trailblazing computer scientist, is at the very forefront of the search for it. With the Master Algorithm in hand and data as its fuel, machine learningessentially the automation of discovery, a kind of scientific method on steroidswill become the most powerful technology humanity has ever devised. And The Master Algorithm will be its bible.
 

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LibraryThing Review

Κριτική χρηστών  - antao - LibraryThing

Machine Learning Made Easier (or NOT!): "The Master Algorithm" by Pedro Domingos Published September 22nd 2015. How can one become an expert in ML? All one needs is a basic background in (multivariate ... Ανάγνωση ολόκληρης της κριτικής

LibraryThing Review

Κριτική χρηστών  - Alex1952 - LibraryThing

This is a great book about machine learning for both: people who want to know more about it and people who are in this business. Domingos is a great writer with the ability to present complex ideas in ... Ανάγνωση ολόκληρης της κριτικής

Περιεχόμενα

Prologue
The MachineLearning Revolution
The Master Algorithm
Humes Problem of Induction
How Does Your Brain Learn?
Evolution Natures Learning Algorithm
In the Church of the Reverend Bayes
You Are What You Resemble
Learning Without a Teacher
The Pieces of the Puzzle Fall into Place
This Is the World on Machine Learning
Acknowledgments
Further Readings
Index
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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.

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