Hi Stan,
You can create your own custom neural network and can have control over all the training parameters. Take a look at below documentation.
- Define Custom Deep Learning Layers: https://www.mathworks.com/help/deeplearning/ug/define-custom-deep-learning-layers.html
Hope it helps!