Entries by Chae Clark

An All-vs-All Scheme for Deep Learning

Neural networks use a One-vs-All scheme to perform multinomial classification (using the highest response from K output neurons as the predicted class). The same general approach is used in classical machine learning techniques, with the same limitations. To get around these pitfalls, a range of alternative techniques were developed. This post takes a few of […]