Data Driven Geometric Analysis and Design Expert
4 days ago
Geometric Analysis and Design for Manufacturability ExpertWe are seeking an exceptionally talented AI/ML professional to develop our next-generation browser-based platform. This high-impact role focuses on bringing real-time, industrial-grade analysis directly to the browser, impacting product design, costing, and production globally.This role is centered around leveraging advanced AI, computer vision, and computational geometry to solve complex manufacturing challenges. Key responsibilities include designing ML models for geometric analysis of injection molded plastic parts, developing computer vision algorithms for automated feature detection in 3D CAD models, building predictive models for manufacturing cost estimation, cycle time prediction, and defect analysis.A critical aspect of this position is architecting browser-based AI systems that process large 3D models efficiently. Additionally, integrating STEP/STL file processing with AI analysis workflows, developing WebAssembly modules for high-performance geometry computation, and building scalable model serving infrastructure supporting real-time analysis are essential tasks.Key benefits include the opportunity to work on cutting-edge technology, collaborate with a talented team, and contribute to the development of innovative solutions. To succeed in this role, you should possess strong expertise in AI/ML, computer vision, and computational geometry, as well as experience with browser-based development and large-scale data processing.Responsibilities:AI/ML Model Development & Real-time Inference:Design and implement ML models for geometric analysis of injection molded plastic parts.Develop 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.Platform Architecture & 3D Web Systems: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.Manufacturing Analysis & DFM: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.
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Geometric Analysis Expert
2 weeks ago
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