PDF to Image Conversion

I want to train machine learning to pull out each job application page from a folder full of pdf’s with things like resume’s and various employee information in them.

What’s the best way to quickly convert each pdf to an image of each page in the pdf for machine learning, and should I still use the 224 square for 8 1/2 x 11 documents?