Machine Learning Scientist (Graduate / Postdoc Level) - Contract

TORONTO - CONTRACT

Job Description

We're seeking a graduate student or postdoc in machine learning who’s eager to gain hands-on experience at a cutting-edge healthtech startup. You'll collaborate closely with leading professors, experienced scientists and developers, and successful entrepreneurs. An immediate start is preferred, with full-time availability through the summer. Part-time or flexible arrangements are also welcome.

Responsibilities

• Design, build, and debug new neural network architectures from scratch
• Adapt and optimize existing deep learning models for challenging data cases
• Diagnose and interpret model limitations using performance metrics
• Work with regression and classification models, including waveform / time-series signals and imbalanced datasets
• Implement strategies for individual frame-to-patient data aggregation
• Contribute to end-to-end ML pipelines, including training and evaluation
• Apply methods such as multi-instance learning, self-supervised learning, or contrastive learning

Requirements

Good to Have

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