AI Model Architect

4 days ago

ajmer, India beBeeGeometric Full time

Job Opportunity: Geometric Analysis EngineerWe are seeking a talented AI/ML Engineer to build our next-generation browser-based platform for geometric analysis and Design for Manufacturability (DFM).This high-impact role focuses on bringing real-time, industrial-grade analysis directly to the browser, impacting how products are designed, costed, and produced globally.Main ResponsibilitiesDesign and implement machine learning models for 3D geometry processing of injection molded plastic parts.Develop computer vision algorithms for automated feature detection in 3D CAD models.Create predictive models for manufacturing cost estimation, cycle time prediction, and defect analysis.Built real-time inference engines optimized for browser-based deployment using TensorFlow.js/ONNX.js.Designed data pipelines for continuous model training and improvement.Architect browser-based AI systems that process large 3D models efficiently.Integrated STEP/STL file processing with AI analysis workflows.Developed WebAssembly modules for high-performance geometry computation.Built scalable model serving infrastructure supporting real-time analysis.Developed DFM analysis algorithms for wall thickness, draft angles, undercuts, and gate placement.Built moldflow simulation capabilities using AI-accelerated CFD techniques.Implemented quality prediction models for common injection molding defects.Requirements3+ 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: Understanding of CAD file formats (STEP, STL, OBJ) and 3D mesh processing.Experience with WebAssembly development, Cloud platforms (AWS, GCP, Azure), and CI/CD best practices.Preferred QualificationsManufacturing 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 with WebGL/Three.js.Experience at high-growth startups building technical products from scratch for production.

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