Create cheap machine for deep learning or AWS instance?

Hi all,
I have a project in which I want to use preferably python (keras on top of tensorflow) for deep learning (totally new in this field but experienced programmer).
I would like to build a relatively cheap pc build having Ubuntu probably or use AWS instances that are dedicated for this or any other online means for that purpose.
So if anyone has any knowledge on this, any suggestions would be much appreciated.


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