Principal Machine Learning Operations Developer for AEC
2 hours ago
OverviewJob Requisition ID 25WD91976Position Principal Machine Learning Operations Developer for AEC (Architecture, Engineering and Construction)The work we do at Autodesk touches nearly every person on the planet. By creating software tools for making buildings, machines, and even the latest movies, we influence and empower some of the most creative people in the world to solve problems that matter.As a MLOps Developer for AEC you will be working side-by-side with world-class AI researchers to build and scale foundation models trained on design data. You will focus on overcoming the challenges associated with large-scale model training and processing of vast amounts of diverse design data. Your expertise in distributed systems, ML infrastructure, and data engineering will be crucial in developing the next generation of ML-powered product features that will help our customers imagine, design, and make a better world.You'll be joining a rapidly growing team working on a project that aims to revolutionize the design of nearly every aspect of the built environment. Your contributions will directly influence how designers, architects, and engineers interact with AI tools in the future.This role is fully remote-friendly. Our team operates primarily remotely with team members distributed across the globe, with offices in Boston, Toronto and other locations in US and Canada. At Autodesk, we embrace remote work while fostering connection through regular team offsites for collaborative planning and relationship building. This balanced approach ensures you can work where you're most productive while maintaining meaningful connections with colleagues.Location: US or Canada RemoteResponsibilitiesSupport AI researchers by building scalable ML training pipelines and infrastructure for foundation model developmentDesign efficient data processing workflows for large-scale design datasets and industry-specific file formatsOptimize distributed training systems and develop solutions for model parallelism, checkpointing, and efficient resource managementAnalyze performance bottlenecks and provide solutions to scaling problemsImplement and maintain robust, testable code that is well documented and easy to understandCollaborate on projects at the intersection of research and product with a diverse, global team of researchers and engineersPresent results to collaborators and leadershipMinimum QualificationsBSc or MSc in Computer Science or related field, or equivalent industry experienceExperience with distributed systems for machine learning and deep learning at scaleStrong knowledge of ML infrastructure and model parallelism techniques, including frameworks like PyTorch, Lightning, Megatron, DeepSpeed, and FSDP. Proficiency in Python and strong software engineering practicesExperience with cloud services and architectures (AWS, Azure, etc.)Familiarity with version control, CI/CD, and deployment pipelinesExcellent written documentation skills to document code, architectures, and experimentsPreferred QualificationsExperience with AEC data formats (e.g., BIM models, IFC files, CAD files, Drawing Sets)Knowledge of the AEC industry and its specific data processing challengesExperience scaling ML training and data pipelines for large datasetsExperience with distributed data processing and ML infrastructure (e.g., Apache Spark, Ray, Docker, Kubernetes)Experience with performance optimization, monitoring, and efficiency in large-scale ML systemsExperience with Autodesk or similar products (Revit, Sketchup, Forma)The Ideal CandidateA self-starter who can solve problems with minimal supervision while collaborating effectively with a global, remote-first teamAdaptable and creative, comfortable building new infrastructure or working within existing codebasesThrives in ambiguous, rapidly evolving areas where learning and flexibility are essentialExcellent communicator who can convey complex technical concepts clearly to diverse audiencesLearn 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-nousSalary 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 appartenanceWe take pride in cultivating a culture of belonging where everyone can thrive. Learn more here: Autodesk Diversity and Belonging. Nous sommes fiers de cultiver une culture d’appartenance où chacun peut s’épanouir. Pour en savoir plus, cliquez ici : Autodesk Diversity and Belonging.Are you an existing contractor or consultant with 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). #J-18808-Ljbffr
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AMER - Canada - Ontario - Toronto - University Ave Autodesk Full timeJob Requisition ID # 25WD91976 Job Title: Principal Machine Learning Operations Developer for AEC (Architecture, Engineering and Construction Position OverviewThe work we do at Autodesk touches nearly every person on the planet. By creating software tools for making buildings, machines, and even the latest movies, we influence and empower some of the most...
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