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Machine Learning Engineering Manager, Model Operations
Autodesk
- United States
- United States
About
Enhance models based on production feedback, emerging research, and platform advancements.
Oversee ML services production release processes, including planning, CI/CD, and staged rollouts.
Create and manage robust observability practices for ML features, including monitoring, alerting, and incident response.
Establish scalable evaluation frameworks and automated regression tests to ensure quality standards.
Drive reliability, performance, and cost optimization for inference and service delivery, meeting specified SLAs.
Collaborate with researchers and product teams to set quality benchmarks and production readiness, including Trusted AI criteria.
Develop and refine production standards across ML features, ensuring robust testing, evaluation, and governance.
Work with platform and product teams to integrate ML capabilities successfully into our offerings.
Minimum Qualifications BS/MS in Computer Science, Engineering, or related field, or equivalent experience.
Proven experience in building and operating software systems, including production ML systems.
Experience leading teams, with a focus on technical mentorship, direction setting, and timely delivery.
Proficient in cloud infrastructure and observability (AWS, Azure, or GCP).
Familiar with CI/CD processes and operational excellence in production services.
Strong written communication and documentation skills.
Preferred Qualifications Experience owning complete production ML services, from releases to monitoring and continuous improvements.
Knowledge of model evaluation metrics and continuous testing in CI/production workflows.
Experience in optimizing inference cost and latency.
Familiar with deploying large-scale models and associated performance tradeoffs.
Experience with 3D data (geometry, CAD, BIM) or generative AI systems is a plus.
Understanding of CAD, BIM, manufacturing, AEC, or media workflows.
If you are excited about this opportunity but do not meet all the specified qualifications, we encourage you to apply. About Autodesk At Autodesk, we are proud to support creators in developing projects that aim to make the world a better place. Our culture is integral to how we connect with each other and engage with our partners, shaping our impact on the world. As part of our team, you will have the opportunity to perform meaningful work that contributes to a sustainable future. Join us in making a difference! Benefits Autodesk offers a comprehensive benefits package that includes health and financial benefits, wellness programs, and time-off policies aimed at supporting employee well-being. Learn more about our benefits in the U.S. Salary Transparency The expected starting base salary for this U.S.-based role ranges from $148,500 to $266,200, depending on experience and location. In addition, our compensation may include bonuses, commissions, stock grants, and extensive benefits. Equal Employment Opportunity We foster a diverse and inclusive workplace at Autodesk and welcome applications from all qualified individuals, irrespective of race, color, religion, age, sex, sexual orientation, gender identity, national origin, disability, or veteran status. Diversity & Belonging Our culture values inclusivity and aims to create an environment where every individual can thrive. Discover more about our commitment to diversity. If you are an existing contractor or consultant with Autodesk? Please search for open roles and apply internally.
Languages
- English
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