John Shawe-Taylor – Statistical Learning Theory for Modern Machine Learning
September 30th, 2022 – 10:30 am The talk introduces the motivation behind statistical learning theory and after reviewing some earlier approaches gives an overview of the PAC-Bayes methodology to analysing generalisation, highlighting the links between Bayesian and frequentist ideas that it embodies. Its application to Support Vector Machines and Deep…