Posted October 19, 2026 Machine Learning Engineer HILOS Portland, Oregon, USA Full Time Engineering HILOS builds the bridge between idea and object. Where imagination meets materiality. Built for designers who move between ambition and responsibility, precision and feel. We're building the world's most intelligent design software for product designers to go from idea to reality. Our product, GHOST , takes footwear designers from first sketch to production-ready 3D on one canvas, with an AI apprentice that learns their taste. We automate drudgery, never mastery, for the people who make culture. HILOS seeks applicants for a full-time Machine Learning Engineer position at our offices in Portland, OR.
The specific responsibilities include:
Research, implement, and optimize deep learning methods for 3D geometry understanding, generation, and reconstruction (explicit and implicit representations). Develop pipelines translating sparse/high-level input (sketches, point clouds, prompts) into structured, editable CAD representations. Explore reverse-engineering pipelines that extract parametric/code-based primitives from point clouds or mesh scans. Build scalable systems for training, evaluating, and deploying 3D ML models, with attention to manufacturability, surface fidelity, and performance. Read and replicate state-of-the-art research and integrate ML outputs into CAD-driven workflows with the computational design and software teams. Minimum Requirements MS in Computer Science, Machine Learning, Computer Graphics, Computational Design, or a related field. Experience with building and deploying end-to-end 3D mesh-based ML services using PyTorch and Python; experience building end-to-end ML systems. Required experience may be acquired as part of or concurrent with required education. Applicants meeting all requirements, please submit your C.V. to connect@hilos.studio Apply to this Job Apply to this Job