AI/ML Engineer - Vision and Design Automation Specialist
About Us
We are a forward-thinking organization building the future of digital manufacturing for interior spaces. Our goal is to accelerate design, quoting, and production workflows by developing AI tools that convert floorplans into 3D layouts.
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Your Role
We are seeking an experienced AI/ML Engineer to lead the development of a system that can analyze floorplan images (PDFs, DWGs, etc.) and convert them into 3D geometry, including walls, doors, windows, and more. You will design and train deep learning models to extract spatial and semantic information from 2D floorplans and develop pipelines to convert detected geometry into structured 3D models.
* 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 from designers.
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Requirements
To succeed in this role, you should have:
* 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.
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Benefits
You will work at the bleeding edge of vision and design automation, contributing to the development of AI applications in manufacturing. Your work will drastically reduce the time from inspiration to production in the interiors industry. You will be part of a cross-functional team where AI connects directly to real-world manufacturing, and you will have opportunities to pioneer new AI applications in manufacturing.