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We are seeking a highly skilled Senior Machine Learning Developer to join our Software Product Engineering team at Ocado Group. As a key member of our team, you will be responsible for designing, adapting, and maintaining machine vision deep learning solutions that integrate with complex hardware components within robotic pick-and-place systems.
As a Senior Machine Learning Developer, you will navigate and reconcile considerations for immediate and future product needs, encompassing scalability, maintainability, performance, accuracy, reliability, security, safety, compliance, cost, and robustness. You will collaborate cross-functionally with roboticists, software and machine learning developers, hardware engineers, quality assurance, researchers, and product managers & support experts in Toronto and other offices.
Key Responsibilities:
- Design and develop machine learning models and algorithms for robotic pick-and-place systems
- Collaborate with cross-functional teams to integrate machine learning solutions with hardware components
- Develop and maintain software platforms for machine learning solutions
- Conduct experiments and validate results to ensure accuracy and reliability
- Deploy and optimize machine learning solutions on our fleet of robots
Requirements:
- 5 or more years of professional experience in machine learning frameworks/libraries, data pre-processing, feature engineering, model training/tuning/evaluation, A/B experimentation, large-scale data analysis/visualisation platforms, and deploying solutions on both edge and cloud-native architectures.
- Advanced level comprehension of the mathematical, probabilistic, and statistical underpinnings of machine learning algorithms.
- Active awareness of the latest developments in applied machine learning and excitement in discovering innovative solutions to improve product capabilities.
- Capacity to tackle varied challenges and adaptable to changing priorities, balancing a long-term mission with short-term requirements.
- Ability to motivate, grow, and mentor other team members, interns, and peers.
Technical Skills:
- Ability to develop Python code that is clear, efficient, and maintainable within time and resource constraints on Linux.
- Complete familiarity with modern software development processes such as design documentation, code reviews, CI/CD, testing, project management workflow, and source control conventions.
- Excellent analytical, problem-solving, communication, and organisation skills.
- Bachelor's degree in Computer Science or equivalent experience.
Bonus Qualifications:
- Additional breadth or depth of experience in programming languages and paradigms. We use Go and C++ and trust you can learn what you need.
- Proficiency in Tensorflow or PyTorch and NumPy or pandas.
- Can learn fast, and are flexible working with different problem domains and projects.
- Background in robotic manipulation, simulations, full-stack & API development, machine vision, and deep learning.
