Coding samples required for math and machine learning

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Would you kindly help me with coding some algorithms for practice, as with the current version of MathLAB I encountered some difficulties?
I was using the presentation at http://www.math.vt.edu/people/qlfang/class_home/Lesson2021.pdf as an example.

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