How to train a tsai model for time series classification with different categories?

[georgemossad]

Hi, I am working on a task of time series classification of vibration data of machines to classify the faults of machines using the Tsai library. My data has different categories of machines such as fans and pumps. How can I train a tsai model for this task?

Should I input the category of the machines as a feature of the model? If so, how can I do that? What model and parameters would you recommend for this task? Any advice or if there are any examples or resources would be greatly appreciated.

Thank you.