Preparing for the Artificial Intelligence Explosion at RSNA 2019

Deep learning, often referred to as neural networks, is a type of machine learning where the algorithm is trained using a complex network of patterns similar to the brain's neural network. The methodology has demonstrated high performance in identifying disease from imaging studies, taking the methods of machine learning one step further. Rather than learning from a set of inputs given to the machine from the algorithm developer, the algorithm learns from the data. It is a more advanced kind of machine learning that requires large datasets to train the algorithm and the data must be standardized as the machine has to learn where to identify irregularities in images.