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Machine Learning Engineer

Machine Learning Engineer

Career ExpertsGurgaon
26 days ago
Job description

Role Overview :

We are seeking a Machine Learning Engineer specializing in Classic ML algorithms to drive healthcare claims analytics and forecasting. This role requires hands-on experience in building, optimizing, and deploying ML models, with expertise in classification, risk prediction, and claims-based forecasting.

Key Responsibilities :

  • Develop and deploy Classic ML models to solve key business challenges in healthcare claims processing and analytics.
  • Own the full model lifecycle - from data ingestion and preprocessing to real-world deployment and monitoring.
  • Specialize in Classic ML algorithms such as XGBoost, Decision Trees, Logistic Regression, Clustering, and Gradient Boosting for classification and forecasting applications.
  • Apply time series forecasting, survival analysis, Cox models, and propensity score matching to optimize claims processing, provider reimbursements, and patient adherence predictions.
  • Design scalable ML architectures, integrating structured / unstructured claims data (Optum, MarketScan, CMS, EHR).
  • Optimize models for production, ensuring interpretability, efficiency, and compliance with healthcare regulations (HIPAA, CMS, OMOP CDM, NICE, ICER, SAP, FDA).
  • Work closely with data engineers and healthcare domain experts to integrate models into real-time pipelines and dashboards.
  • Ensure continuous model monitoring, retraining, and optimization based on evolving claims patterns and business needs.

Required Skills & Qualifications :

  • Classic ML Expertise : Boosting techniques, Regression models, Clustering algorithms, Forecasting (Time Series, Cox models).
  • Programming : Proficiency in Python, SQL for ML model development, feature engineering, and automation.
  • Healthcare Claims Analytics : Experience working with structured claims datasets (MarketScan, Optum, CMS, EHR, HealthVerity).
  • Data Processing & Pipelines : Strong knowledge of ETL workflows, healthcare data processing, and statistical modeling.
  • Visualization & Business Impact : Expertise in Power BI, translating ML-driven insights into actionable dashboards.
  • Cloud & Deployment : Experience with AWS / Azure / GCP for ML model deployment and API integration.
  • Operational Optimization : Ability to align Classic ML models with efficiency improvements, claims fraud detection, and provider performance Qualifications :
  • Experience in healthcare risk modeling, claims-based fraud detection, or predictive analytics for patient outcomes.
  • Expertise in regulatory compliance analytics (OMOP CDM, NICE, ICER, SAP, FDA, CMS guidelines).
  • Previous work in healthcare analytics startups, payers, providers, or claims processing companies is a plus.
  • ref : hirist.tech)

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