This work is a collaboration with Charles Martin of Calculation Consulting. We perform experiments to study the spectra of quantities associated with Neural Networks. Along with various notebooks, my primary code contribution is in Jacobian/jacobian.py, where I implement algorithms from randomized linear algebra to study the spectra of the Jacobian of a Neural Network.