Professor Liu has stated that neural networks are much better at interpolating than extrapolating ; we plan to test the extent to which this is true along with other conjectures. To test, we will use ...

It's more convenient for me to debug deep learning networks in MATLAB compared with the ones written in Python, such as Tensorflow, ... EG02_regression: We build a neural network (SeriesNetwork) with ...

Linear layouts are a graph visualization method that can be used to capture an entry pattern in an adjacency matrix of a given graph. By reordering the node indices of the original adjacency matrix, ...

The complexity of tuning and intensive computation required by deep models often leads to overfitting when applied to small data sets. When dealing with small data sets, traditional machine learning ...