Optimization of Various Circuit Topologies in Power Electronics using MATLAB Machine Learning and Deep Learning Functions

Hello MathWorks Community,

I'm currently working on a project involving power electronics, where I aim to optimize various circuit topologies. I would like to leverage the machine learning and deep learning capabilities provided by MATLAB in order to achieve this, but I'm having some trouble figuring out how to get started.

I would appreciate any guidance on how I can approach this problem. Are there any relevant functions or toolbox in MATLAB that could be especially helpful for such a task? Are there examples or tutorials that demonstrate similar applications of machine learning or deep learning to problems in power electronics or circuit optimization?

I understand that training a machine learning or deep learning model requires a dataset. For this particular problem, what kind of data should I aim to gather? How could I prepare this data for the training process?

Any help or guidance would be greatly appreciated.

Thank you in advance for your support.