Machine Learning Engineer

Há 3 dias

Rio de Janeiro, Rio de Janeiro, Brasil Formify Tempo inteiro

About Formify

Formify is building the future of digital manufacturing for interior spaces --- from online 3D configuration to ready-to-machine outputs for kitchens, closets, and bathrooms. As part of our roadmap, we're developing AI tools that convert floorplans into 3D layouts to accelerate design, quoting, and production workflows.

Your Role

We're seeking an AI/ML Engineer to lead the development of a system that can analyze floorplan images (PDFs, DWGs, etc.) and convert them into 3D geometry --- walls, doors, windows, and more --- ready for our CPQ engine. You'll develop core AI capabilities and work closely with our design automation and backend teams to bring intelligent layout recognition to life.

What You'll Do

  • 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.

Experience Levels

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

Why You'll Love This

  • 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.
  • Join a cross-functional team where AI connects directly to real-world manufacturing.
  • Competitive compensation with opportunity to pioneer AI applications in manufacturing.

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