AI/ML Specialist
5 days ago
Immerse yourself in a cutting-edge role as an AI/ML EngineerAbout the JobWe're on the hunt for a highly skilled and innovative engineer to spearhead our next-generation browser-based platform. This exceptional opportunity involves leveraging advanced AI, computer vision, and computational geometry to solve complex manufacturing challenges.This high-impact position is focused on bringing real-time industrial-grade analysis directly to the browser, significantly impacting product design, costing, and global production processes.Main ResponsibilitiesDevelop and implement ML models for geometric analysis of injection molded plastic parts.Design computer vision algorithms for automated feature detection in 3D CAD models.Build predictive models for manufacturing cost estimation, cycle time prediction, and defect analysis.Create real-time inference engines optimized for browser-based deployment using TensorFlow.js/ONNX.js.Design data pipelines for continuous model training and improvement.Architect browser-based AI systems that process large 3D models efficiently.Integrate STEP/STL file processing with AI analysis workflows.Develop WebAssembly modules for high-performance geometry computation.Build scalable model serving infrastructure supporting real-time analysis.Develop DFM analysis algorithms for wall thickness, draft angles, undercuts, and gate placement.Build moldflow simulation capabilities using AI-accelerated CFD techniques.Implement quality prediction models for common injection molding defects.RequirementsExperience: 3+ years of AI/ML engineering experience with production deployments.Strong proficiency in Python with TensorFlow, PyTorch, or similar ML frameworks.Experience with 3D geometry processing using libraries like Open3D, PCL, or similar.JavaScript/TypeScript expertise for browser-based AI deployment (TensorFlow.js, ONNX.js).Strong background in linear algebra, calculus, computational geometry, and optimization techniques.CAD knowledge and understanding of CAD file formats (STEP, STL, OBJ) and 3D mesh processing.Software engineering skills with WebAssembly development, Cloud platforms (AWS, GCP, Azure), and CI/CD best practices.Preferred SkillsManufacturing engineering background in injection molding or similar processes.Experience with Graph Neural Networks (GNN) for CAD geometry, Physics-Informed Neural Networks (PINNs), or Reinforcement Learning for design optimization.Real-time rendering skills with WebGL/Three.js.High-growth startup experience building technical products from scratch for production.
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