We present a machine learning framework bridging manifold learning, neural networks, Gaussian processes, and Equation-Free multiscale approach, for the construction of different types of effective ...

In recent years, we have witnessed remarkable advancements in Artificial Intelligence (AI) that heavily rely on deep learning, i.e., various forms of neural networks. These networks are widely used in ...