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sharvil_portfolio's Introduction

Sharvil_Portfolio

My portfolio for Machine Learning and Data Science.

  • Modified CycleGANs to enchance the OCR on Electronic Health Records (EHRs).
  • The data was utilized from KEPRO where I was interning for the Summer of 2020, the data is not accessible for the general public due to HIPAA and other privacy protection laws for EHRs.
  • The models where trained on Azure Machine Learning Services, the denoised documents were passed through Tesseract which is an open sourced OCR software.
  • The advantage of doing OCR on the EHRs is to create an unstructured dataset to do complicated NLP downstream tasks like such Summarization, NER and QnA using Bio Bert/ Clinical Bert.

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