As an AI/ML Engineer, you will play a key role in developing cutting-edge technology that transforms the interior design and manufacturing industries.
About the Role
This exciting opportunity involves leading the development of a system capable of analyzing floorplan images and converting them into 3D geometry.
Main Responsibilities
* Design and train deep learning models to extract spatial and semantic information from 2D floorplans (images or vector files).
* Develop pipelines to convert detected geometry into structured 3D models (e.g., wall objects, door/window placement).
* Work with vector data (DXF/DWG), PDFs, or 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.
* Create optimal cabinetry layouts and suggestions from data provided by designers.
Experience Levels
This role is suitable for both Mid-Level and Senior Level professionals.
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.
* Ability to translate model output into geometric representations.
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.
* Experience with CAD/BIM environments, Rhino/Grasshopper, or geometry processing libraries (e.g., trimesh, Open3D).
* Track record of deploying ML models in real-world manufacturing or design environments.
* Project leadership and team mentoring experience.
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 a fantastic opportunity to work at the bleeding edge of vision and design automation, making a significant impact on the interiors industry. You will have the chance to pioneer AI applications in manufacturing and enjoy competitive compensation.