ML Ops Developer, Fusion

2 weeks ago


Toronto, Canada Autodesk Full time

Position Overview The Fusion Machine Learning team is a multi-disciplinary team of engineers and researchers developing AI/ML solutions to some of the biggest problems in 3D design, manufacturing, and mechanical engineering. We are seeking anMLOps Developerwho is passionate about transforming mature production-ready AI-powered applications throughoptimizingthe underlying infrastructure. You will collaborate with researchers and engineers to continuously improve the data,trainand release pipelines by automating repositories to ensure quality and interoperability with deploy systems and upgrading prototype code to run on large cloud-based ML Learning training infrastructure. You will report to the Fusion Platform ML manager and play a critical role in the Autodesk AI strategy. The team is hybrid-remote,locatedacross Canada and US.ResponsibilitiesOperational Efficiency: Improve the team's efficiency by implementingMLOpsand DevOps practicesModel Inference: Develop,maintain, and ensure the reliability of the team’s model inference servicesDeployment Automation: Adapt research models to automated deployment pipelinesScalable Development: Collaborate with engineers and researchers to ensure research code can transition to training and inference at scaleMonitoring and Logging:Track model performance, system health, and overall platform efficiencyVersion Control and Model Governance: Mature single-version codebases toiterable, pipeline-deployedand version-controlled solutionsSecurity, Compliance and Governance: Contribute to the implementation of model governancepracticesandenforcecompany-wide security best practices and compliance standards in all aspects of DevOps andMLOpsContinuous Improvement:Identifyopportunities for process automation, optimization, and implement strategies to enhance theMLOpslifecycleTroubleshooting and Incident Response: Collaborate with cross-functional teams to ensure SLA and requirements for new features and releases are met.MinimumQualificationsMLOps/ DevOps Experience:3-5 years of hands-on experience inMLOps/ DevOps in a production environmentCloud Experience: Experience with cloud platforms, such as AWS or Azure, for deploying and managing machine learning infrastructure (SageMaker Endpoints,AzureML)Infrastructure as Code (IaC):Proficiencyin implementing Infrastructure as Code practices using tools such as TerraformContainerization:Expertisein containerization technologies (Docker, Kubernetes) for orchestrating and scaling machine learning applicationsCI/CD:Demonstratedexperience setting up and managing Continuous Integration and Continuous Deployment (CI/CD) pipelines for machine learning projectsInference Services: Experience in building reliable and scalable inference APIs (Flask,FastAPI)Security Awareness:Understandingsecurity best practices inMLOps, including data encryption, access controls, and compliance standards.PreferredQualificationsMachine Learning Frameworks: Exposure to popular machine learning frameworks (TensorFlow,PyTorch) and their integration intoMLOpsprocessesInference Acceleration: Familiarity with leveraging inference accelerator tools (ONNX,TensorRT, Triton) for real-time andhigh-throughputinference runtimesMonitoring Tools: Familiarity / experience with monitoring and logging tools (e.g., Prometheus, Grafana, or ELK Stack) for tracking model and system performanceLearn More / Plus d'informationAbout Autodesk / À propos d’AutodeskWelcome to Autodesk Amazing things are created every day with our software – from the greenest buildings and cleanest cars to the smartest factories and biggest hit movies. We help innovators turn their ideas into reality, transforming not only how things are made, but what can be made.We take great pride in our culture here at Autodesk – it’s at the core of everything we do. Our culture guides the way we work and treat each other, informs how we connect with customers and partners, and defines how we show up in the world.When you’re an Autodesker, you can do meaningful work that helps build a better world designed and made for all. Ready to shape the world and your future? Join usBienvenue chez Autodesk  Nos logiciels créent chaque jour des choses extraordinaires : des bâtiments les plus écologiques aux voitures les plus propres, en passant par les usines les plus intelligentes et les films à succès. Nous aidons les innovateurs à concrétiser leurs idées, transformant non seulement la façon dont les choses sont fabriquées, mais aussi ce qui peut l’être. Nous sommes très fiers de notre culture chez Autodesk ; elle est au cœur de tout ce que nous faisons. Notre culture guide notre façon de travailler et de nous comporter les uns envers les autres, influence nos interactions avec nos clients et nos partenaires, et définit notre image au monde. En tant qu’Autodeskien, vous pouvez accomplir un travail significatif qui contribue à bâtir un monde meilleur, conçu et réalisé pour tous. Prêt à façonner le monde et votre avenir ? Rejoignez-nous Salary transparency / Transparence salarialeSalary is one part of Autodesk’s competitive compensation package. Offers are based on the candidate’s experience and geographic location. In addition to base salaries, our compensation package may include annual cash bonuses, commissions for sales roles, stock grants, and a comprehensive benefits package.Le salaire est l'un des éléments du programme de rémunération concurrentiel d'Autodesk. Pour les postes basés au Canada (Colombie-Britannique), nous proposons un salaire de base compris entre X et X dollars. Les offres sont basées sur l'expérience et la situation géographique du candidat et peuvent dépasser cette fourchette. En plus du salaire de base, notre programme de rémunération peut inclure des primes annuelles en espèces, des commissions pour les postes commerciaux, des attributions d'actions et un ensemble complet d'avantages sociaux.Diversity & Belonging / Diversité et appurtenanceWe take pride in cultivating a culture of belonging where everyone can thrive. Learn more here: Nous sommes fiers de cultiver une culture d’appartenance où chacun peut s’épanouir. Pour en savoir plus, cliquez ici :Are you an existing contractor or consultant with Autodesk? Êtes-vous un sous-traitant ou un consultant existant d’Autodesk ?Please search for open jobs and apply internally (not on this external site).Veuillez rechercher des emplois vacants et postuler à l’interne (pas sur ce site externe).



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