6 часов назад
Machine Learning Engineer (Healthcare)
115 000 - 125 000CAD
Мэтч & Сопровод
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Описание вакансии
Текст:
TL;DR
Machine Learning Engineer (Python/Oracle/Healthcare): Building and operating data pipelines, unsupervised machine learning models, and FastAPI services that detect unusual patterns in healthcare claims and pharmacy data with an accent on scalable feature engineering, model evaluation, and production API integration. Focus on designing end-to-end Oracle-to-API validation workflows, operationalizing ML services in on-premise environments, and interpreting clusters and risk buckets with business teams.
Location: Hybrid in Mississauga, Canada
Salary: CAD 115,000–125,000 annually
Company
Express Scripts Canada, part of , develops health benefits management and pharmacy benefit solutions for insurers, administrators, governments, and millions of Canadian members.
What you will do
- Design and operate machine learning data pipelines that ingest Oracle data, engineer features, and persist curated outputs.
- Build and validate unsupervised models including KMeans, MiniBatchKMeans, and DBSCAN using dimensionality reduction and large-scale sparse or chunked processing.
- Deploy models as REST APIs with FastAPI and Pydantic, including health endpoints, structured responses, artifact loading, logging, and operational scripts.
- Orchestrate end-to-end validation from database ingestion and feature engineering through API scoring and Oracle output tables.
- Collaborate with business teams to interpret clusters and risk buckets, explain key features, and incorporate feedback into future runs.
- Support CI/CD and deployment workflows in sandboxed and on-premise environments, including Jenkins and OpenShift pipelines.
Requirements
- 5+ years of application development experience and 3–5 years of professional data science or machine learning engineering experience.
- Strong Python skills with NumPy, pandas, scikit-learn, SciPy, joblib, argparse, matplotlib, and seaborn.
- Practical experience with unsupervised learning, dimensionality reduction, cluster evaluation metrics, stability checks, and bootstrapping.
- Strong SQL and Oracle experience, including SQLAlchemy, oracledb, DDL, table creation, batch inserts, and data-type normalization.
- Experience building ETL pipelines for large datasets, REST batch prediction flows, Git-based development, and schema-compatible exports.
- Bachelor’s degree in computer science, data science, engineering, mathematics, or a related field, or equivalent practical experience. Enhanced Reliability Clearance from the Canadian Federal Government is a condition of employment where required.
Nice to have
- Healthcare experience, especially fraud, waste, and abuse detection in pharmacy or claims data, risk scoring, and audit support.
- Experience with masked datasets, Docker, OpenShift, and on-premise deployment patterns for machine learning APIs.
Culture & Benefits
- Competitive compensation with benefits and a pension plan.
- Career development and advancement opportunities.
- Flexible work options and wellness programs.
- Innovation, collaboration, integrity, inclusion, and accessibility are emphasized.
Hiring process
- Employment offers are conditional on reference checks and background verification.
- AI-powered tools may support video interviews, note-taking, and candidate scoring; hiring managers and the Talent team review all scores.
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