Autodesk - San Francisco, CA

posted 9 days ago

Full-time - Principal
Remote - San Francisco, CA
Publishing Industries

About the position

As a Principal Machine Learning Engineer at Autodesk Research, you will collaborate with a global team of researchers and engineers to develop and enhance machine learning-powered features for Autodesk products. This role focuses on applying modern deep learning techniques to solve complex problems in the fields of design and manufacturing, ultimately helping customers create a better world. You will work closely with AI researchers to implement generative AI features, contributing to both research and product development.

Responsibilities

  • Collaborate on projects at the intersection of research and product with a diverse, global team of researchers and engineers
  • Develop new or improve existing ML models used in CAD software
  • Process data and analyze feature extractions
  • Design solutions based on error analysis
  • Present results to collaborators and leadership
  • Review relevant AI/ML literature to identify emerging methods, technologies, and best practices

Requirements

  • BSc or MSc in Computer Science, or equivalent industry experience
  • 3+ years of software development experience
  • Proficiency with modern deep learning techniques (e.g. Network architectures, regularization techniques, learning techniques, loss-functions, optimization strategies, etc.) as well as frameworks (e.g. PyTorch, Lightning, Ray etc.)
  • Experience with deploying machine learning models in production settings
  • Experience with version control, reproducibility, and writing reusable, testable code
  • Experience with data modeling, architecture, and processing using varied data representations including 2D and 3D geometry
  • Experience with cloud services and architectures (e.g. AWS, Azure)
  • Excellent written documentation skills to document code, architectures, and experiments

Nice-to-haves

  • Experience scaling ML training and data pipelines
  • Experience working with distributed systems
  • Knowledge of the design, manufacturing, AEC, or media & entertainment industries
  • Experience with Autodesk or similar products (CAD, CAE, CAM, etc.)

Benefits

  • Health and financial benefits
  • Time away and everyday wellness
  • Annual cash bonuses
  • Stock grants
  • Comprehensive benefits package
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