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Yaser S. Abu-Mostafa

Professor of Electrical Engineering and Computer Science. My textbook Learning from Data. Is consistently one of Amazon's bestsellers in Machine Learning. And even Amazon's #1 in all categories of Computer Science. My latest Scientific American. Article Machines that think for themselves. Has been translated into a dozen languages, including Spanish. MOOC) on machine learning has attracted more than 4 million views. New results in matching data distributions. Here is the condensed version. In 1996. H...

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Yaser S. Abu-Mostafa | home.caltech.edu Reviews

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Professor of Electrical Engineering and Computer Science. My textbook Learning from Data. Is consistently one of Amazon's bestsellers in Machine Learning. And even Amazon's #1 in all categories of Computer Science. My latest Scientific American. Article Machines that think for themselves. Has been translated into a dozen languages, including Spanish. MOOC) on machine learning has attracted more than 4 million views. New results in matching data distributions. Here is the condensed version. In 1996. H...

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3 italian

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5 chinese

6 and russian

7 my online course

8 5 patents pending

9 welcome

10 and computer science

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Yaser S. Abu-Mostafa | home.caltech.edu Reviews

https://home.caltech.edu

Professor of Electrical Engineering and Computer Science. My textbook Learning from Data. Is consistently one of Amazon's bestsellers in Machine Learning. And even Amazon's #1 in all categories of Computer Science. My latest Scientific American. Article Machines that think for themselves. Has been translated into a dozen languages, including Spanish. MOOC) on machine learning has attracted more than 4 million views. New results in matching data distributions. Here is the condensed version. In 1996. H...

INTERNAL PAGES

home.caltech.edu

1

Yaser S. Abu-Mostafa

http://home.caltech.edu/teaching.html

Professor of Electrical Engineering and Computer Science. CS/CNS/EE 156 - Learning Systems. The technical topics covered include linear models, theory of generalization, regularization and validation, Occam's razor and data snooping, neural networks, support vector machines, as well as specialized techniques and a term-long project with huge dataset. The course has recorded lectures. And the material has evolved into a textbook entitled Learning From Data. There is a forum. For the course and the book.

2

Learning From Data MOOC - Overview Video

http://home.caltech.edu/overview.html

Overview of Learning From Data (Machine Learning MOOC). Go to the course home page.

3

Yaser S. Abu-Mostafa

http://home.caltech.edu/index.html

Professor of Electrical Engineering and Computer Science. My textbook Learning from Data. Is consistently one of Amazon's bestsellers in Machine Learning. And even Amazon's #1 in all categories of Computer Science. My latest Scientific American. Article Machines that think for themselves. Has been translated into a dozen languages, including Spanish. MOOC) on machine learning has attracted more than two million views. New results in matching data distributions. Here is the condensed version. In 1996....

4

Yaser S. Abu-Mostafa

http://home.caltech.edu/lecture.html

Professor of Electrical Engineering and Computer Science. The following lectures on machine learning. Were given by Professor Abu-Mostafa in his Learning From Data. Telecourse. You can also look for a particular topic in the Machine Learning Video Library. Introduction; supervised, unsupervised, and reinforcement learning. Components of the learning problem. Can we generalize from a limited sample to the entire space? Relationship between in-sample and out-of-sample. The Linear Model I. Putting the brake...

5

Learning From Data - Online Course (MOOC)

http://home.caltech.edu/telecourse.html

Machine Learning course - recorded at a live broadcast from Caltech. A real Caltech course, not. Article about the course in. Taught by Caltech Professor Yaser Abu-Mostafa [ article. Recorded from a live broadcast, including Q&A. Probability, matrices, and calculus. 8 homework sets and a final exam. Discussion forum for participants. Take the course at your own pace. This is an introductory course in machine learning (ML) that covers the basic theory, algorithms, and applications. Can a machine learn?

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home.caltech.edu

Yaser S. Abu-Mostafa

Professor of Electrical Engineering and Computer Science. My textbook Learning from Data. Is consistently one of Amazon's bestsellers in Machine Learning. And even Amazon's #1 in all categories of Computer Science. My latest Scientific American. Article Machines that think for themselves. Has been translated into a dozen languages, including Spanish. MOOC) on machine learning has attracted more than 4 million views. New results in matching data distributions. Here is the condensed version. In 1996. H...

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