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I belive Octave is a popular free/OSS alternative to MatLab? So where can I find some resource for learning how to use it? Perferrably videos but any will do.

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    More than an alternative, Octave is basically a free Matlab clone. The syntax and the basic built-in functions are almost the same, and so the tutorials and basic docs for Matlab apply also to Octave.2011-08-27

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You can freely download and install Octave on your computer. The download contains also a good documentation. Then you can search for more documentation for Octave and Matlab on the Internet. There is specially a lot of documentation for Matlab, and the good thing is that you can use it to a great extent also for Octave. And I recommend not only to read but also to try it out in your Octave.