Intelligent Learning: Similarity Control and Knowledge Transfer - Prof. Vladimir Vapnik

Yandex School of Data Analysis Conference Machine Learning: Prospects and Applications During the last 50 years, a strong machine learning theory has been developed. This theory includes: – the necessary and sufficient conditions of consistency of learning processes; – the bounds on the rate of convergence which in general cannot be improved; – the new inductive principle (SRM) which always achieves the smallest risk; – the effective algorithms (such as SVM) that re