Closed-Form Last-Layer Optimization Boosts Neural Network Training

A new method alternates SGD on the backbone with exact closed‑form updates of the final linear layer for squared error loss; NTK analysis proves convergence to the global optimum. Read more: getnews.me/closed-form-last-layer-o... #closedform #ntk

Throwing a collection of mini closed form jars.
#pottery #art #potter #throwing #magic #clay #pots #workinprogress #centered #artist #ashleybartisticworks #wheelthrown #closedform

20 pots for 20 days.
Day 7.

Ring bottle canteens 😁.

#20pots #20days #pottery #ceramics #ceramicarts #ringbottle #closedform #gayart #gatartist #gayboy #gaysky #queerart #art #artist #artshow #handmade #artisan #oldworld #diy