Utilizarea sistemelor HPC în reţele neuronale [Articol]

Abstract

I propose to approach, from a rigorous mathematical perspective, the problem of electronic signal propagation in two-dimensional spaces. For this: All mathematical calculations and processing necessary for training the neural network will be performed on an HPC computing cluster. The goal is to demonstrate that distributing the tasks across multiple computing nodes not only shortens the training time, but also increases the accuracy of the results. Subsequently, the neural network should be trained to understand and predict the behavior of waves.