Mathematical background
The handwritten comic-style lectures on Calculus by Robert Ghrist from the University of Pennsylvania can be found on YouTube or Coursera. This teaches single-variable calculus: Taylor series, Newton method. This should be your choice if you don't know how to take a derivative of a sigmoid function or which functions are differentiable. For more information refer to: https://www.math.upenn.edu/~ghrist/.
Coding The Matrix: Linear Algebra Through Computer Science Applications course and book by Philip N. Klein. Teaches linear algebra via Python examples and assignments: eigenvectors, eigenvalues, SVD, convolution, wavelet, and Fourier transform. For more information refer to: http://codingthematrix.com/.
Immersive Linear ...
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