Job Requisition ID #
25WD87116
Machine Learning Engineer, CAD/BIM Evaluation
Position Overview
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. As a Machine Learning CAD/BIM Engineer with a focus on evaluation of ML models for CAD/BIM, you will play a critical role in ensuring the quality and performance of ML models across our portfolio of CAD/BIM products. This position will help shape the customer experience by ensuring that ML-powered features meet high standards for accuracy, reliability, and user satisfaction.
In this role, you will be hands-on with ML-powered Autodesk CAD/BIM software. You will identify and document quality and performance issues in ML models, establish robust evaluation criteria, and develop systems to continuously improve ML models in production. You will report to a research manager in the Autodesk AI Lab team within Autodesk Research. We are a global team, located in London, San Francisco, Toronto, and remotely. For this role, we support both in-person, hybrid, and remote work.
Responsibilities
- Identify, document, and communicate quality and performance issues with ML models inside of Autodesk products such as Fusion.
- Design and implement evaluation methodologies, datasets, and metrics to assess the quality, performance, and reliability of ML models.
- Test the end-to-end user experience of ML powered features in Autodesk products to ensure alignment with customer needs and product requirements.
- Collaborate with AI researchers, engineers, and product teams to understand business requirements and help improve the customer experience.
- Process and analyze data from various sources to evaluate ML model behavior and customer outcomes.
- Stay up-to-date on the latest AI/ML evaluation techniques and best practices, applying them to Autodesk products.
- Present results and insights to stakeholders.
Minimum Qualifications
- BSc or MSc in Mechanical Engineering, Architecture, Engineering, or equivalent industry experience.
- 2+ years of professional experience using CAD software such as Fusion, AutoCAD, or Revit.
- Knowledge of the design, manufacturing, or AEC industries.
- 1+ years of professional experience related to ML model usage and evaluation.
- Experience designing and implementing model evaluation methodologies and metrics.
- Strong written documentation skills to document evaluation criteria, results, and improvement recommendations.
Preferred Qualifications
- Knowledge of data representations, including 2D and 3D geometry.
- Experience with version control, reproducibility, and writing reusable, testable code.
- Experience with cloud services and architectures (e.g. AWS, Azure).