Therapy for Deep Mycoses: An Introduction

an overview on the global frequency of superficial/cutaneous mycoses and deep mycoses

John E. Bennett Forum on Deep Mycoses Study Design 2004: Candidiasis and salvage therapy for aspergillosis.

Reprints or correspondence: Dr. Richard P. Wenzel, Dept. of Internal Medicine, Medical College of Virginia, Virginia Commonwealth University, P.O. Box 980663, Richmond, VA 23298 ([email protected]). Clinical Infectious Diseases 2005; 41:S369–7

Deep Learning: An Introduction for Applied Mathematicians

Multilayered artificial neural networks are becoming a pervasive tool in a host of application fields. At the heart of this deep learning revolution are familiar concepts from applied and computational mathematics; notably, in calculus, approximation theory, optimization and linear algebra. This article provides a very brief introduction to the basic ideas that underlie deep learning from an ap...

An Introduction to Deep Learning

Modeling data via artificial neural networks (ANN) is not a new concept. Most of the underlying techniques have been known since the 1940s. It has to be pointed out though that a series of recent advances in how the networks are trained and utilized form the foundation of today's Deep Learning ecosystem. It is a fair statement that the recent advances brought forward by Deep Learning reflect a ...

An Introduction to Deep Learning

The deep learning paradigm tackles problems on which shallow architectures (e.g. SVM) are affected by the curse of dimensionality. As part of a two-stage learning scheme involving multiple layers of nonlinear processing a set of statistically robust features is automatically extracted from the data. The present tutorial introducing the ESANN deep learning special session details the state-of-th...