Job Description

Location: Toronto, ON (In-Person)Type: Full-Time

About the Role

We are a clinician-led healthcare organization building an applied AI system to support an established clinical workflow. The focus is on practical, reliable machine learning that integrates into day-to-day healthcare operations.

The system is designed with privacy in mind: operational data is processed transiently and not retained, and models are updated through controlled retraining rather than continuous learning on live data. Clinicians remain the final decision-makers.

Responsibilities

Implement machine learning models based on defined architecture and requirements Develop data pipelines that support transient data processing and secure deletion Train, evaluate, and update models using approved datasets Set up scheduled or versioned retraining workflows Monitor model performance and stability over time Work closely with clinical and product stakeholders to align models with workflow needs Integrate ML components into backend services Maintain clear technical documentation
Required Qualifications

Bachelor's degree in Computer Science, Engineering, Mathematics, Statistics, or related field Minimum 2 years of hands-on experience developing machine learning models Strong proficiency in Python Experience with PyTorch, TensorFlow, or scikit-learn Solid understanding of model evaluation, generalization, and reproducible experimentation Experience working with Git and collaborative development workflows
Nice to Have

Experience with privacy-conscious or data-minimizing systems Exposure to healthcare or sensitive data environments Familiarity with SQL, Docker, or basic cloud infrastructure Experience with model interpretability techniques
Team & Collaboration

Collaborate closely with the Clinical Lead and software engineering stakeholders Participate in design discussions and implementation planning Contribute to a safety-focused, human-in-the-loop AI development approach
Job Type: Full-time

Pay: $65,000.00-$85,000.00 per year

Application question(s):

do you have minimum 2 years working experience ?
Education:

Bachelor's Degree (preferred)
Location:

* Toronto, ON (preferred)