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SP
Santhoshi Priya Sunchu
Mid-level Data Scientist specializing in NLP and predictive modeling
Massachusetts, USAData Scientist5 years experienceMid-LevelHealthcareHealth InsuranceHealthcare IT
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About
AI/ML practitioner in healthcare/insurance (Blue Cross Blue Shield) who built and deployed a production NLP system to classify patient risk from unstructured clinical notes. Experienced in end-to-end pipeline orchestration (Airflow, AWS Step Functions/Lambda/SageMaker) and real-time optimization (BERT to DistilBERT on AWS GPUs), with strong clinician collaboration to drive adoption.
Experience
Data ScientistBlue Cross Blue Shield of Massachusetts
Data ScientistInfosys
Education
University of Massachusetts Dartmouthmaster, Data Science
Kakatiya Institute of Technology & Sciencebachelor, Electronics and Communication Engineering
Key Strengths
- Built and deployed production NLP clinical risk classification using transformer models
- Improved messy clinical note data quality via custom medical dictionary and Pandas preprocessing pipelines
- Optimized real-time inference by moving from BERT to DistilBERT and using AWS GPU infrastructure
- Designed end-to-end orchestration for ML/NLP workflows with Airflow and AWS Step Functions
- Strong evaluation discipline: precision/recall/F1 for imbalanced classes plus latency/throughput/failure-rate for real-time systems
- Effective collaboration with clinicians to refine labels and improve explainability/trust for adoption
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