Confused about choosing machine learning algorithm

I’ve been working on a dataset, did some cleaning and exploration but I stuck at choosing the machine learning algorithm. It is a regression problem, but having 70% of categorical features, I don’t know which algorithm would be good. Would it be better to choose linear regression or not?

This two resources might help you

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Thank you so much :slightly_smiling_face: