Layer Ensembles
Layer Ensembles - is a method for uncertainty estimation in deep learning using a single network and a single pass (see this paper).
I am a postdoc at the Artificial Intelligence in Medicine lab at the University of Barcelona.
I do research in the field of Machine Learning and Deep Learning for Medical Imaging problems. Which means I develop AI algorithms to help doctors to detect terrible deseases faster and more accurately. Which really means that I look at CT, MRI, and X-Ray sort of images a lot. But really? I look at spreadhseets a lot too. And of course, some coding is also involved.
Take a look at this page for more details on what are my research interests and what I am currently working on.
Oh, by the way, questions and comments are welcome in the blog posts!
Layer Ensembles - is a method for uncertainty estimation in deep learning using a single network and a single pass (see this paper).