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Soham Patel
Mid-level Machine Learning Engineer specializing in healthcare NLP and MLOps
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ML/AI practitioner in healthcare (Syneos Health) who has deployed production clinical NLP and risk models. Built a BERT-based physician-note information extraction system on Docker + AWS SageMaker (reported ~42% retrieval improvement) and automated retraining/deployment with Airflow and drift detection, while partnering closely with clinicians to drive adoption (reported ~18% readmission reduction).
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Key Strengths
- Deployed BERT-based clinical NLP system to production (Docker + AWS SageMaker) improving information retrieval ~42%
- Strong handling of noisy medical text via domain-specific preprocessing and clinical-note fine-tuning
- Built Airflow orchestration for automated retraining/deployment with drift-triggered runs to maintain stable performance
- Production reliability focus: logging, latency/accuracy monitoring, drift checks, and KPI-based evaluation
- Effective cross-functional collaboration with clinicians; delivered interpretable outputs via dashboards and reduced readmissions ~18%
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