#mathematics

A deep, hands-on tour of graph theory in LFE — built on a real corpus of 1,664 Erlang concept cards, driven by the graffeo library, and unfolded slowly enough to teach the mathematics underneath each query.

Why sigmoid units made gradient-based training practical, how saturation complicates learning in deep networks, and how later methods address gradient propagation.