Danilo Silva

  

Danilo Silva Associate Professor Machine Learning & Applications Research Group (GAMA) Laboratory of Communications, Signal Processing and Machine Learning (LCS) Department of Electrical and Electronic Engineering (EEL) Federal University of Santa Catarina (UFSC)

Education

• Ph.D., Electrical Engineering, University of Toronto, 2009

• M.Sc., Electrical Engineering, Pontifical Catholic University of Rio (PUC-Rio), 2005

• B.Sc., Electrical Engineering, Federal University of Pernambuco (UFPE), 2002

Research interests

• Selective prediction and uncertainty estimation in deep learning

• Machine learning under distribution shift

• Learning with noisy labels

• Representation/self-supervised/contrastive learning

• Deep learning for computer vision and signal processing

• Machine learning applications in healthcare and industry