You will need to apply for TSA clearance from since you are not a US citizen:
https://www.flightschoolcandidates.gov/
They ask you for your visa details and hence, I dont think you will be able to start training/get your PPL without a valid visa ( such as a student visa,etc ) .... I got my clearance on a F-1 student visa.