Resume parser advice seeking

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Hi ! I am about to start a new project with Python probably using Machine Learning to parse resumes, the data is in a pdf/docx format then returned in a json format to later be used in an API or so. I am seeking advice on how to proceed, so far I am trying to collect data which will be provided to me, but not really sure how to go about it as I have found people talking about using Spacy for NLP, pyresparser which is for parsing resumes, but i was wondering if i should make everything from scratch. appreciate your time and opinion in advance

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