Machine Learning Operations Developer, AI/ML Platfor (Ontario)

Machine Learning Operations Developer, AI/ML Platfor (Ontario)

12 Oct
|
Autodesk
|
Ontario

12 Oct

Autodesk

Ontario

Machine Learning Operations Developer, Inference, AI/ML Platform L'affichage de poste en français suivra / The French job posting follows
Position Overview Autodesk, a global leader in 3D design, engineering, manufacturing, and entertainment software, is seeking an MLOps Developer to join our AI/ML Platform team. This role will contribute to ensuring the smooth operationalization of machine learning models and the overall efficiency of our next-generation AI/ML platform used in the development of machine learning and generative AI solutions powering Autodesk’s suite of products and services. You will collaborate with research and product engineering teams from various domains including design, construction, manufacturing, and media & entertainment to support platform operations. The role is hybrid Toronto or Montreal.
Responsibilities Contribute to the operational excellence of our AI/ML Platform by implementing and optimizing MLOps practices
Develop and maintain automated deployment pipelines for machine learning models, supporting seamless transitions from development to production
Collaborate with cross-functional teams to design, implement, and maintain scalable infrastructure for model training, inference, and data processing
Help develop and maintain monitoring and logging systems to track model performance, system health, and overall platform efficiency
Work closely with data developers to ensure efficient data pipelines for model training and validation
Implement version control systems for machine learning models and contribute to model governance practices
Contribute to the implementation of robust model governance practices, version control systems, and adherence to compliance standards.
Support data privacy and ethical considerations, fostering trust in our AI/ML solutions
Implement security best practices and compliance standards in all aspects of MLOps, ensuring data privacy and platform security
Identify opportunities for process automation and optimization, and implement strategies to enhance the overall MLOps lifecycle




Participate in identifying and resolving operational issues, contributing to incident response and system recovery
Minimum Qualifications BS or MS in Computer Science, or related field
2+ years of hands-on experience in DevOps and MLOps, with a focus on deploying and managing machine learning models in production environments
Experience implementing Infrastructure as Code practices using tools such as Terraform or Ansible
Experience with containerization technologies (Docker, Kubernetes) for orchestrating and scaling machine learning workloads
Experience setting up and maintaining Continuous Integration and Continuous Deployment (CI/CD) pipelines for machine learning projects
Experience scripting in Python, Bash, or similar languages for automating operational processes
Familiarity with monitoring and logging tools (e.g., Prometheus, Grafana, ELK Stack) for tracking system and model performance
Understanding of security best practices in MLOps, including data encryption, access controls, and compliance standards
Excellent collaboration and communication skills, working effectively with cross-functional teams including data developers, software developers, and researchers
Ability to troubleshoot and resolve operational issues in a timely manner
Preferred Qualifications Experience with cloud platforms, especially AWS or Azure, for deploying and managing machine learning infrastructure
Familiarity with databases and data storage solutions commonly used in MLOps, such as SQL, NoSQL, or data lakes
Exposure to popular machine learning frameworks (TensorFlow, PyTorch) and their integration into MLOps processes




Previous experience with collaboration tools like Git for version control and Jira for project management
Familiarity with Agile development methodologies and working in an iterative, cooperative environment
______________________________________________________________________
Développeur MLOps (Machine Learning Operations), Inférence, Plateforme IA/ML Aperçu du poste Autodesk, chef de file mondial dans le domaine des logiciels de conception 3D, d’ingénierie, de fabrication et de divertissement, est à la recherche d’un développeur MLOps pour se joindre à notre équipe de la plateforme IA/ML. Ce poste contribuera à assurer la mise en œuvre sans heurts des modèles d’apprentissage automatique ainsi que l’efficacité globale de notre plateforme d’IA/ML de nouvelle génération, utilisée dans le développement de solutions d’apprentissage automatique et d’IA générative qui alimentent la suite de produits et de services d’Autodesk.
Responsabilités Contribuer à l’excellence opérationnelle de notre plateforme d’IA/ML en mettant en œuvre et en optimisant les pratiques MLOps
Développer et maintenir des pipelines de déploiement automatisés pour les modèles d’apprentissage automatique, afin de faciliter une transition sans heurts du développement à la production
Collaborer avec des équipes interfonctionnelles pour concevoir, mettre en œuvre et maintenir une infrastructure évolutive pour l’entraînement des modèles, l’inférence et le traitement des données
Contribuer à l’élaboration et à la maintenance de systèmes de surveillance et de journalisation afin de suivre la performance des modèles, l’état du système et l’efficacité globale de la plateforme
Travailler en étroite collaboration avec les développeurs de données pour garantir l’efficacité des pipelines de données destinés à l’entraînement et à la validation des modèles
Mettre en œuvre des systèmes de contrôle de version pour les modèles d’apprentissage automatique et contribuer aux pratiques de

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📌 Machine Learning Operations Developer, AI/ML Platfor (Ontario)
🏢 Autodesk
📍 Ontario

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