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AI Research Scientist (AEC)
Posted 8 days 3 hours ago by Merantix
Job Requisition ID # 25WD85591
Position Overview
As an AI Research Scientist at Autodesk Research, you will be doing fundamental and applied research that will help our customers imagine, design, and make a better world.
We are a team of scientists, researchers, engineers, and designers working together on projects that range from learning-based design systems, computer vision, graphics, robotics, human-computer interaction, sustainability, simulation, manufacturing, architectural design and construction.
This role will report to a Manager of Research Science in the AI Lab.
Responsibilities
- Develop new ML models and AI techniques
- Lead on research projects within a global team
- Review relevant AI/ML literature to identify emerging methods, technologies, and best practices
- Explore new data sources and discover techniques for best leveraging data
Minimum Qualifications
- A Master's or PhD in a field related to AI/ML such as: Computer Science, Mathematics, Statistics, Physics, Linguistics, Mechanical Engineering, Architecture or related disciplines
- Strong background applying Deep Learning techniques (including implementing custom architectures, optimizing model performance, developing novel loss functions, and deploying production-ready solutions)
- Familiarity in statistical methods for Machine Learning (e.g. Bayesian methods, HMMs, graphical models, dimension reduction, clustering, classification, regression techniques, etc.)
- Familiarity with PyTorch, TensorFlow, JAX or similar frameworks
- Strong coding abilities in Python
Preferred Qualifications
- Experience in the Architecture, Engineering, and/or Construction domains, including expertise with industry-specific data formats (e.g., BIM models, IFC files, AEC Contract Documents and Drawings such as Drawing Sets, Specifications, or Shop Drawings)
- Knowledge of structured data representation and management in AEC workflows (building information modeling, structural specifications, project documentation)
- LLMs and Natural Language Processing
- Multi-modal deep learning and/or information retrieval
- Publication track record in machine learning conferences and/or journals
- Significant post-graduate research experience, or 5 or greater years of work experience (actual job title/position will be commensurate to experience)
Merantix
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