Machine Learning: From Shalow To Deep Architectures
University of Siena - Dipartimento di Ingegneria dell'Informazione e Scienze Matematiche
March 20-24 2017 h. 9.00-13.00
This course will intro duce the general principles of Machine Learning, emphasizing the differences between ’Shallow’ and ’Deep’ mo dels. Recent applications of ’Deep Learning’ to Computer Visionand Language Mo deling will b e analyzed. The course will cover multiple learning frame works, presenting them under the unifying view of ’Learning from Constraints ’. Some modern software packages for Machine Learning and s cientific computing will b e describ ed, motivated by their increasing diffusion b oth in the research community and in the industry.