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Is anybody aware of good books/resources on machine learning/data science in Matlab? My SO has been trying to learn ML to further her work for a couple months
by yoklov 11y ago
Is anybody aware of good books/resources on machine learning/data science in Matlab?
My SO has been trying to learn ML to further her work for a couple months now, and has had a hard time with it. She quite intelligent, but isn't a terribly experienced programmer (she's been writing Matlab for a couple years now, but mostly in a scientific setting)... Either way, I suspect part of the problem is that most of the explanations usually are in a language unfamiliar to her, and expect her to learn or translate it in addition to the concepts.
- pigs 11y agoThis course is great: https://www.coursera.org/learn/machine-learning https://www.coursera.org/learn/machine-learning It's all done in GNU Octave, which is mostly compatible with MATLAB.
- maurits 11y agoAndrew Ng, the man behind the excellent ML course on coursera, has an introduction to Deep Learning using Matlab. [1]: Wiki with code, exercises and explanation [2]: Video lecture one with a recap on back-propagation [3]: Video lecture two on Sparse Auto Encoders [4]: Handouts In terms of books, Bayesian Reasoning and Machine Learning [5] is Matlab based. So is the Handbook of Monte Carlo methods [6]. [1]: http://ufldl.stanford.edu/wiki/index.php/UFLDL_Tutorial http://ufldl.stanford.edu/wiki/index.php/UFLDL_Tutorial [2]: http://www.stanford.edu/class/cs294a/video1.html http://www.stanford.edu/class/cs294a/video1.html [3]: http://www.stanford.edu/class/cs294a/video2.html http://www.stanford.edu/class/cs294a/video2.html [4]: http://www.stanford.edu/class/cs294a/handouts.html http://www.stanford.edu/class/cs294a/handouts.html [5]: http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.HomePage http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=... [6]: http://www.maths.uq.edu.au/~kroese/montecarlohandbook/ http://www.maths.uq.edu.au/~kroese/montecarlohandbook/
- anacleto 11y agoI would recommend this fantastic in-depth intro to the principles and practice of Amazon Machine Learning: https://cloudacademy.com/amazon-web-services/courses/amazon-machine-learning/ https://cloudacademy.com/amazon-web-services/courses/amazon-... (Hand-crafted by data and code guru James Counts)