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Santhosh Reddy

Mid-level AI/ML Engineer specializing in deep learning, NLP/LLMs, and MLOps

Flatiron HealthClark UniversityMA, USA6 Years ExperienceMid LevelWorks On-Site

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About

Built and shipped a real-time oncology risk prediction system used by doctors during patient visits, trained on clinical data in AWS SageMaker and deployed via FastAPI with sub-second responses. Emphasizes clinician-trust features (SHAP explainability, validation checks) and HIPAA-compliant controls (encryption, RBAC, audit logging), plus Kubernetes-based production operations with autoscaling, monitoring, and drift/retraining workflows; collaborated closely with oncologists at Flatiron Health.

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Key Strengths

  • Built and deployed real-time oncology risk model with sub-second inference
  • Strong healthcare/clinical ML experience with HIPAA-compliant deployment practices
  • Implemented explainable ML for clinician trust using SHAP and validation checks
  • Production orchestration with Kubernetes (autoscaling, reliability probes, CI/CD automation)
  • Reliability-focused ML ops: monitoring, drift detection, automated restarts/retraining triggers
  • Structured approach to AI agent/workflow testing with edge cases and measurable metrics
  • Effective collaboration with non-technical stakeholders (oncologists) to drive adoption

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Experience

AI/ML EngineerFlatiron Health · Jan 2025 – Present
AI/ML EngineerBarclays · Feb 2019 – Aug 2023

Education

Clark Universitymaster, Information Technology
Institute of Aeronautical Engineeringbachelor, Electronics and Communication Engineering

Skills

PythonRSQLJavaC++BashShell ScriptingTensorFlowPyTorchKerasHugging Face TransformersScikit-learnXGBoostLightGBMRecurrent Neural Networks (RNN)

Languages

English

Certifications

AWS Certified Developer – AssociateMicrosoft Certified: Azure Developer AssociateMicroservices Foundations Professional Certificate (Kong / LinkedIn)

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Typically responds within 24 hours

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Santhosh ReddyMid-level AI/ML Engineer specializing in deep learning, NLP/LLMs, and MLOps