Learning Mechanics https://learningmechanics.pub The mathematical science of neural network training en-us On neural scaling and the quanta hypothesis https://learningmechanics.pub/quanta https://learningmechanics.pub/quanta one quantum, two quanta, three quanta, four Sun, 19 Apr 2026 00:00:00 +0000 The scientific method in two steps https://learningmechanics.pub/perspectives/scientific-method https://learningmechanics.pub/perspectives/scientific-method Sun, 19 Apr 2026 00:00:00 +0000 Science plays the long game https://learningmechanics.pub/perspectives/science-is-a-long-game https://learningmechanics.pub/perspectives/science-is-a-long-game Fundamental science as playing the long game Sun, 19 Apr 2026 00:00:00 +0000 Deep linear networks are a surprisingly useful toy model of weight-space dynamics https://learningmechanics.pub/deep-linear-nets https://learningmechanics.pub/deep-linear-nets Deep linear networks are simple enough to study analytically but rich enough to exhibit key phenomena of neural network training. Sun, 19 Apr 2026 00:00:00 +0000 Towards an atlas of deep learning https://learningmechanics.pub/perspectives/science-as-mapmaking https://learningmechanics.pub/perspectives/science-as-mapmaking Wed, 15 Apr 2026 00:00:00 +0000 About https://learningmechanics.pub/about https://learningmechanics.pub/about About Learning Mechanics Fri, 27 Mar 2026 00:00:00 +0000