Design Automation Specialist: AI/ML Engineer Position
We are seeking an experienced Design Automation Specialist to lead the development of a system that can analyze floorplan images and convert them into 3D geometry. The ideal candidate will have strong expertise in deep learning frameworks, computer vision, and geometry-based learning.
About the Role:
* The successful candidate will design and train deep learning models to extract spatial and semantic information from 2D floorplans.
* They will develop pipelines to convert detected geometry into structured 3D models.
* The specialist will work with vector data, PDFs, or raster images to detect key architectural features.
Key Responsibilities:
* Develop core AI capabilities for floorplan analysis and 3D geometry conversion.
* Collaborate with cross-functional teams to bring intelligent layout recognition to life.
* Optimize models for speed, accuracy, and usability in real-world production environments.
Requirements:
* Mid-Level (3-6 years experience)
* Strong experience with deep learning frameworks (PyTorch, TensorFlow) and vision models (YOLO, UNet, Detectron, etc.)
* Experience in computer vision or document/image parsing
* Understanding of geometry-based learning and spatial context
Bonus Experience:
* Experience with CAD/BIM environments, Rhino/Grasshopper, or geometry processing libraries
* Knowledge of architectural drawing standards and conventions
* Experience in manufacturing or design automation industries
This is an exciting opportunity to work at the bleeding edge of vision + design automation. You will have the chance to drastically reduce the time from inspiration to production in the interiors industry.