About this Opportunity
We're seeking an AI/ML Engineer to lead the development of a system that can analyze floorplan images and convert them into 3D geometry.
Key Responsibilities:
* Design and train deep learning models to extract spatial and semantic information from 2D floorplans.
* Develop pipelines to convert detected geometry into structured 3D models.
* Work with vector data and raster images to detect key architectural features.
* Collaborate with CAD and backend engineers to translate AI output into parametric geometry.
* Optimize models for speed, accuracy, and usability in real-world production environments.
What You'll Do:
* Create optimal cabinetry layouts and suggestions from data provided from designers.
* Analyze floorplan images and convert them into 3D geometry.
* Develop deep learning models to extract spatial and semantic information from 2D floorplans.
Experience Levels:
We are looking for candidates with experience in computer vision or document/image parsing, understanding of geometry-based learning and spatial context, and ability to translate model output into geometric representations.
Mid-Level (3-6 years experience):
* Strong experience with deep learning frameworks (PyTorch, TensorFlow) and vision models (YOLO, UNet, Detectron, etc.).
* Understanding of geometry-based learning and spatial context.
Senior Level (6+ years experience):
* Advanced expertise in geometry-based learning, OCR with spatial context, and complex vision systems.
* Proven ability to lead ML projects from conception to production.
* Track record of deploying ML models in real-world manufacturing or design environments.
Bonus Experience:
* Experience with CAD/BIM environments, Rhino/Grasshopper, or geometry processing libraries.
* Knowledge of architectural drawing standards and conventions.
Why This Role is Unique:
* You'll work at the bleeding edge of vision + design automation.
* Your work will drastically reduce the time from inspiration to production in the interiors industry.
* This role offers competitive compensation with opportunity to pioneer AI applications in manufacturing.