Chief Geometric Analysis Architect

1 week ago

vadodara, India beBeeMachineLearning Full time

AI/ML Engineer Role SummaryWe are seeking an exceptionally talented and entrepreneurial AI/ML Engineer to build our next-generation browser-based platform for geometric analysis and Design for Manufacturability (DFM). This role focuses on bringing real-time, industrial-grade analysis directly to the browser, impacting how products are designed, costed, and produced globally.Key Responsibilities & ImpactDesign and implement ML models for geometric analysis of injection molded plastic parts.• Key skills: Machine Learning Model DevelopmentDevelop computer vision algorithms for automated feature detection in 3D CAD models.• Key skills: Computer Vision Algorithm DevelopmentBuild predictive models for manufacturing cost estimation, cycle time prediction, and defect analysis.• Key skills: Predictive Modeling, Data AnalysisCreate real-time inference engines optimized for browser-based deployment using TensorFlow.js/ONNX.js.• Key skills: Real-Time Inference Engine Development, Browser-Based DeploymentDesign data pipelines for continuous model training and improvement.• Key skills: Data Pipeline Design, Model TrainingPlatform Architecture & 3D Web SystemsArchitect 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 & DFMDevelop 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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