Data Scientist
Current• Keyword analysis of Medical Device Reports to detect new patient safety and product quality issues using TextRank, Spacy, SBERT and Neural networks.• Keyword analysis of Medical Device reports to detect recall, removal, or correction using SBERT and Keras multilabel classifier.• Generation of Alerts based on problem codes assigned to Medical Device Reports using peak detection algorithm and Log likelihood ratio test (LRT)• Detection of Special patient population specific Medical Device Reports using Pytorch multi label classifier and BERT models. • Development of a generic supervised learning system using the PyTorch Lightning and Hydra frameworks.