We generate these synthetic datasets with the help of the following python script in the Kaggle.
https://www.kaggle.com/dipuk0506/toy-dataset-for-regression-and-uq
The following notebook presents how to train Shallow NNs.
https://www.kaggle.com/dipuk0506/shallow-nn-on-toy-datasets
Version-N of the notebook applies a shallow NN to Data-N.
The following notebook presents how to train Random Vector Functional Link (RVFL) Networks.
https://www.kaggle.com/dipuk0506/shallow-nn-on-toy-datasets
Version-N of the notebook applies an RVFL network to Data-N.