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

  • Thread starter Simfish
  • Start date
  • #1
Simfish
Gold Member
818
2
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 [Broken] (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 by a moderator:

Answers and Replies

  • #4
Simfish
Gold Member
818
2
http://shootout.alioth.debian.org/ [Broken] - "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/ [Broken] - 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 by a moderator:
  • #8
wow very nice sharing and the links are working properly thanks for the sharing
 

Related Threads on Data Science/Statistical Analysis/Machine Learning/Scientific Computing Resources

Replies
5
Views
352
Replies
27
Views
2K
  • Last Post
Replies
19
Views
9K
Replies
1
Views
21K
  • Last Post
Replies
6
Views
2K
Replies
9
Views
26K
Replies
5
Views
2K
Replies
2
Views
6K
  • Last Post
Replies
3
Views
683
Replies
1
Views
6K
Top