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Senior Software Engineer (Prediction Ml)
Company | Oxa |
Address | Toronto, Ontario, Canada |
Employment type | FULL_TIME |
Salary | |
Category | Technology, Information and Internet |
Expires | 2023-07-22 |
Posted at | 10 months ago |
Who are we?
- Contribute significantly to the engineering lifecycle, including scoping, design, implementation, testing, deployment, and maintenance of your team's work.
- Contribute to the development of high quality APIs that allow prediction models to be used as a building block for on-vehicle capabilities.
- Document and train others on your team's work, focus on improving features, and understand the business and customer value of your team's work.
- Assist in the development of suitable heuristics and guardrails for learned prediction models.
- Influence technical strategy for Prediction, ensuring alignment with the Prediction Lead and your counterparts in other teams.
- Contribute to hiring and onboarding at scale by defining role responsibilities and requirements, leading interviews, engaging in recruiting outreach for your team, and mentoring and developing new team members.
- Positively impact product quality, customer experience, and maintainability, and take on projects that improve team processes and solutions.
- Work with customers, stakeholders, and peers to ensure the right solutions are delivered, and actively contribute to resolving disagreements through constructive dialog.
- Create appropriate metrics and tools to measure and benchmark the performance of learned prediction models.
- Collaborate with your team to develop, integrate and deploy state of the art machine learning algorithms for interactive motion prediction on autonomous vehicles.
- Deep learning and model architectures
- Probability and graphical models
- Prior experience working with state-of-the-art time series prediction models, graph neural networks and/or transformers.
- Optimization and loss function design
- Ability to address problems with visible risks and roadblocks while bringing clarity to problems and identifying simple solutions.
- A proven track record of making effective priority trade-offs between new feature development and operational work.
- A willingness to embrace change and ambiguity, reflecting on challenges and applying learnings to improve and grow.
- Fluency in Python and working knowledge of modern C++.
- Familiarity with Git or other version control systems.
- An appreciation for the role of safety, security and ethics in robotics and AI.
- Hyperparameter selection
- Training and validation methodology, including ablation studies
- Common software frameworks (e.g., PyTorch, TensorFlow, etc.)
- Strong technical communication skills including code review and documentation.
- Model deployment (e.g., ONNX)
- A deep understanding of Machine Learning fundamentals including:
- A willingness to own your team’s deliverables and independently drive them forward.
- Demonstrated operational excellence in all of your work.
- Data pre-processing
- An understanding of the business and customer value of the technology you work on - we invent on behalf of our customers.
- Exposure to Perception, Planning and Control algorithms.
- PhD/MSc in Computer Science or a related field (e.g., Robotics, Engineering, Physics).
- Previous years of relevant professional experience.
- Prior experience developing and fielding autonomous systems.
- Relevant publications and/or talks at industry conferences or in journals.
- Familiarity with open benchmark datasets (e.g., Waymo Open Motion Dataset, nuScenes/nuPlan, Argoverse, Lyft Level 5, etc.)
- Extended Health Care
- Critical Illness Cover
- AD&D Insurance
- Dental Cover
- Personal Spending Account
- Employee Assistance Program
- Life Insurance
- Long Term Disability Insurance
- Competitive salary, benchmarked against the market and reviewed annually
- Hybrid working arrangements
- Health Spending Account
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