I wrote a short article on machine learning that I wished to submit for a magazine that Aayush and friends are editing. It is not much and is frankly very superficial and fast, but it does contain some things I wanted to say before, such as about the discarding of mathematical ``pedantics" by a lot of the machine learning community. Also, the next edition of Bulk Physics, Algebras and All That will be on Calabi-Yau manifolds and will include a discussion on the calculation of the Hodge numbers and the neural network model used to calculate them.
Machine Learning is just Statistical Mechanics with better marketing