Senior Machine Learning Operations Developer (AI/ML Platform)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
TL;DR
Senior Machine Learning Operations Developer (AI/ML Platform): Implementing and optimizing MLOps practices to operationalize ML models for a next-generation AI/ML platform with an accent on automated deployment pipelines and scalable infrastructure. Focus on designing robust monitoring systems, enforcing security best practices, and resolving complex operational issues to ensure system reliability.
Location: Toronto, ON, Canada
Salary: $123,000 – $180,400
Company
is a global leader in 3D design, engineering, manufacturing, and entertainment software.
What you will do
- Drive operational excellence of the AI/ML Platform by implementing and optimizing MLOps practices.
- Design and implement automated deployment pipelines for ML models to ensure seamless transitions to production.
- Collaborate with cross-functional teams to maintain scalable infrastructure for model training, inference, and data processing.
- Develop robust monitoring and logging systems to track model performance and platform efficiency.
- Work with data developers to ensure efficient data pipelines for model training and validation.
- Implement model governance, version control, and security compliance standards to ensure data privacy.
Requirements
- BS or MS in Computer Science or a related field.
- 5+ years of hands-on experience in DevOps and MLOps, specifically deploying models in production.
- Proficiency in Infrastructure as Code using Terraform or Ansible.
- Strong expertise in containerization technologies like Docker and Kubernetes.
- Demonstrated experience managing CI/CD pipelines for machine learning projects.
- Strong scripting skills in Python or Bash for process automation.
Nice to have
- Experience with cloud platforms, particularly AWS or Azure.
- Familiarity with SQL, NoSQL, or data lakes.
- Exposure to ML frameworks such as TensorFlow or PyTorch.
- Experience with Git and Jira.
- Knowledge of Agile development methodologies.
Culture & Benefits
- Competitive compensation package including annual cash bonuses and stock grants.
- Comprehensive benefits package.
- Culture rooted in belonging and inclusivity where everyone can thrive.
- Opportunity to work on meaningful projects that shape the future of design and manufacturing.
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