I give lectures on Numpy with examples by using Spyder IDE environment.
Within all these lessons series you will find useful examples of usage of Numpy Arrays, Numpy Matrices and manipulations with them from the easiest ones up to more and more complex ones..
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https://www.youtube.com/watch?v=FylEsto13fw