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Vismay Patel

Senior AI & Machine Learning Engineer specializing in NLP, GenAI, and MLOps

Berkeley, CAArtificial Intelligence Engineer7 years experienceSeniorHealthcareHealthcare ITE-commerce
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About

ML/GenAI practitioner with healthcare domain depth who built and deployed a production cervical-cancer EMR classification system using a hybrid rules + medical BERT approach, optimized for high recall under severe class imbalance and PHI constraints. Experienced running end-to-end production ML/LLM pipelines with Apache Airflow (validation, promotion/rollback, monitoring, retraining) and partnering closely with clinicians to calibrate thresholds and implement human-in-the-loop review.

Experience

Artificial Intelligence EngineerKaiser Permanente
Software Engineer – AI/ML & Data SystemsAmazon
Software Engineer (AI/ML)PlexusMD

Education

San Francisco State Universitymaster, Computer Science (2021)
Dhirubhai Ambani Institute of Information and Communication Technologybachelor, Computer Science (2017)

Key Strengths

  • Deployed clinical NLP system for cervical cancer EMR labeling that saved manual hours/week and improved follow-up flagging for high-risk patients
  • Strong approach to imbalanced medical datasets (SMOTE/sampling, cost-sensitive losses, ensemble with rules to reduce false negatives)
  • Recall-focused evaluation and clinician-calibrated decision thresholds using real-world prevalence validation cohorts
  • Production MLOps orchestration with Apache Airflow (ingestion → training → evaluation → scheduled retraining, SLAs/retries, validation, promotion/rollback)
  • Designs reliable AI workflows with modular testing, golden sets/regression tests, guardrails, and human-in-the-loop controls
  • Cross-functional collaboration with clinicians/pathologists/lab teams to align model outputs with clinical reasoning and operational workflows

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Languages

English

Skills

PythonSQLJavaGoJavaScriptREST APIsMicroservices ArchitectureBackend DevelopmentFlaskDjangoNode.jsAPI DesignAPI IntegrationTensorFlowPyTorch