I watched Andrej Karpathy’s 2nd video in the YouTube playlist: Neural Networks: Zero to Hero, and built a bigram language model from scratch in Python. Gradient descent of neural network training produces shockingly(?) similar results as the statistical analysis of bigram. My code can be found on Github.