The Deep Learning program aims to revolutionize machine learning by creating a new class of learning machines that overcome the computational limitations of current "shallow" learning machines.
The Deep Learning program aims to revolutionize machine learning by creating a new class of learning machines that overcome the computational limitations of current "shallow" learning machines. This will be accomplished by building machines that can use many layers of processing in a manner similar to that used by biological brains. The Deep Learning program will develop a Core Deep Learner that creates rich encodings of input data by using the same set of algorithms across multiple layers. The program will also demonstrate that the Core Deep Learner can be applied successfully with little or no modification to processing data from different modalities and application areas of military interest.