Coding samples required for math and machine learning

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.