Introduction to Statistical Learning, with Applications in R

Re:Introduction to Statistical Learning, with Applications in R by jajaBinks on Monday January 11, 2016 @05:51PM (#10884218)

For someone interested in neural networks, deep learning and stuff like that, is this a useful course? Also, how valuable a skill-set is R?

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Re:Introduction to Statistical Learning, with Applications in R by bcaine on Monday January 11, 2016 @07:28PM (#10884727)

Two courses I've found are very good for Neural Networks & Deep Learning are Karpathy's CS231n from Stanford[0] and Nando de Freitas's Deep Learning class from Oxford[1][2].

Been through parts of both and they seem really good. That said, I'd bet that both of these classes would be a lot more meaningful after either Hastie's class (listed here) or Andrew Ng's course.

[0] http://cs231n.github.io/

[1] https://www.youtube.com/playlist?list=PLE6Wd9FR--EfW8dtjAuPo...

[2] http://www.cs.ox.ac.uk/teaching/courses/2014-2015/ml/

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Re:Introduction to Statistical Learning, with Applications in R by washedup on Monday January 11, 2016 @05:53PM (#10884235)

There is not much here about deep learning or neural networks, but from a "how to measure and rate models" perspective, it is very helpful. I consider R to be a very useful skill-set. I have used it for solving many issues, both in and out of stats.

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Re:Introduction to Statistical Learning, with Applications in R by argonaut on Tuesday January 12, 2016 @01:20AM (#10885867)

More broadly, are you interested in getting a job in machine learning? If yes, then this stuff is a requirement. You won't be taken seriously if all you know is deep learning.

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Re:Introduction to Statistical Learning, with Applications in R by nl on Monday January 11, 2016 @07:30PM (#10884734)

For someone interested in neural networks, deep learning and stuff like that, is this a useful course?

Not really (depending on exactly what "stuff like that" means)

Also, how valuable a skill-set is R?

Very

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Re:Introduction to Statistical Learning, with Applications in R by bonoboTP on Monday January 11, 2016 @07:54PM (#10884827)

I usually hear from skilled people that the language is usually not a big deal and I tend to agree. I mean if you know what you're doing, the framework is not that important. It's just a constant-time overhead to learn how things are in R, if you already know it in, say, Matlab or the python-numpy-scipy ecosystem.

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Re:Introduction to Statistical Learning, with Applications in R by nl on Monday January 11, 2016 @08:01PM (#10884848)

Yes. If you know - say Python + Scikit + Numpy, or Matlab then R isn't that valuable.

If you don't know any statistical processing package/language/whatever, then learning one is valuable, and R isn't a bad one to know.

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Re:Introduction to Statistical Learning, with Applications in R by phillipamann on Monday January 11, 2016 @06:12PM (#10884347)

This course is more of an introduction to statistics.

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Re:Introduction to Statistical Learning, with Applications in R by screwedup on Monday January 11, 2016 @10:06PM (#10885321)

No, it's an introduction to Machine Learning (without much neural network stuff).

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