Generalisation Bounds in Deep Learning
Why classical theory fails for deep learning - double descent, benign overfitting, implicit regularisation of SGD, neural tangent kernel, and modern PAC-Bayes bounds.
Why classical theory fails for deep learning - double descent, benign overfitting, implicit regularisation of SGD, neural tangent kernel, and modern PAC-Bayes bounds.