Machine Learning Scientist
DarkVision Voir toutes les offres
- North Vancouver, BC
- 100.000-150.000 $ par an
- Permanent
- Temps-plein
- Applied Research & Architecture Design: Research and develop state-of-the-art deep learning architectures to solve large-scale industrial problems. You will target tasks such as object detection, instance segmentation, semantic segmentation, and anomaly detection.
- Model Prototyping: Rapidly prototype and validate new model concepts using Python and deep learning frameworks. You will own the experimental phase, ensuring models are statistically valid and effective before collaboration with engineering.
- Data Strategy: Work closely with Data Analysts and Data Scientists to explore and organize datasets. You will define the data extraction and preprocessing strategies required to train robust models.
- Performance Optimization: Continuously monitor model success metrics and research improvements to increase model robustness and accuracy on challenging, real-world data
- Documentation & Knowledge Transfer: Document model architectures, training details, and dataset procedures to ensure reproducibility, and facilitate smooth integration by the engineering team.
- Master's degree in Computer Science, Electrical Engineering, or a related field; PhD preferred
- 3+ years of experience developing or researching deep learning models
- Proficiency in Python and deep learning frameworks such as PyTorch, JAX, etc.
- Ability to design experiments and interpret complex results
- Experience processing medical or industrial ultrasound images
- Publications in top-tier computer vision venues (e.g., CVPR, ICCV)
- Experience with self-supervised or unsupervised learning methodologies
- Hands-on experience with ML lifecycle management tools like MLFlow, Amazon SageMaker, GPC Vertex AI, etc.
- Hands-on experience with orchestration tools like Kubeflow, Prefect, Airflow, etc.
- Experience leading or mentoring other scientists or researchers
- Ability to work in a fast-paced, self-driven environment
- Excellent communication skills to present research findings and write technical reports
eQuest