Data Science/Statistical Analysis/Machine Learning/Scientific Computing Resources

  1. Simfish

    Simfish 827
    Gold Member

    http://www.quora.com/How-do-I-become-a-data-scientist

    Huge collections of resources can be found at http://www.quora.com/Alex-Kamil/answers (you can edit them too)

    For example,

    http://www.quora.com/What-are-some-good-resources-for-learning-about-distributed-computing
    http://www.quora.com/What-are-some-good-resources-for-learning-about-statistical-analysis
    http://www.quora.com/What-are-some-good-resources-for-learning-about-numerical-analysis
    http://www.quora.com/What-are-some-measures-of-complexity
    http://www.quora.com/What-are-some-good-resources-for-learning-about-wavelets
    http://www.quora.com/What-are-some-good-resources-for-learning-about-data-compression
    http://www.quora.com/What-are-some-alternatives-to-Bishops-PRML-textbook
    http://www.quora.com/Machine-Learni...s-for-learning-about-dimensionality-reduction
    http://www.quora.com/What-are-the-b...-edge-technologies-and-recent-research-trends
    http://www.quora.com/What-are-some-good-resources-for-learning-about-machine-learning

    Now, as for scientific computing...

    http://www.code.google.com (you can search for a lot of code there). I'm sure there are better repositories somewhere else though.
    http://aima.cs.berkeley.edu/code.html (online code repository for the Russell and Norvig AI textbook)
    http://www.sai.msu.su/sal/B/1/ (numerical analysis repositories)
    http://www.astro.psu.edu/statcodes/ (online statistical software for astronomy and other fields)
    http://www.josemiguelpasini.name/links/scientific_computing.php (a few scientific computing links)
    http://www.netlib.org/ (netlib repository, seems to be highly regarded from the other websites)
    http://www.codecogs.com/ (open source scientific library, not sure how useful this is yet though)
    http://www.cisl.ucar.edu/css/software/spherepack/ ("SPHEREPACK 3.2 is a collection of FORTRAN programs that facilitates computer modeling of geophysical processes. The package contains programs for computing certain common differential operators including divergence, vorticity, gradients, and the Laplacian of both scalar and vector functions.")

    http://www.delicious.com/tag/scientific-computing (delicious bookmarks, will be very hit and miss)

    You can also occasionally use the filetype: operator in google search to find source code in a particular langauge. So filetype:c, or filetype:m, or filetype:py, etc...
     
    Last edited: Mar 20, 2011
  2. jcsd
  3. Simfish

    Simfish 827
    Gold Member

  4. Simfish

    Simfish 827
    Gold Member

  5. Simfish

    Simfish 827
    Gold Member

    http://shootout.alioth.debian.org/ - "Compare the performance of ≈24 programming languages for 4 different combinations of OS/machine. Contribute faster more elegant programs. And please don't jump to conclusions!"

    Also check out the tags (on these forums) that correspond to computational and SciComputing

    http://vizsage.com/other/leastsquaresexcel/ - Least Squares Error Fitting with errors in both coordinates

    http://www.mathworks.com/matlabcentral/fileexchange/ - MATLAB File Exchange

    http://courses.washington.edu/matlab2/lessons.html - MATLAB Lessons - pretty advanced features here
     
    Last edited: Apr 29, 2011
  6. Simfish

    Simfish 827
    Gold Member

  7. Simfish

    Simfish 827
    Gold Member

  8. wow very nice sharing and the links are working properly thanks for the sharing
     
  9. Simfish

    Simfish 827
    Gold Member

  10. Simfish

    Simfish 827
    Gold Member

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