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.