AI Geometric Analyst

5 days ago

meerut, India beBeeGeometricAnalysisEngineer Full time

Geometric Analysis Engineer OpportunityWe are seeking an exceptional Geometric Analysis Engineer to develop and implement machine learning models for the analysis of injection molded plastic parts.This is a key role focused on bringing real-time, industrial-grade geometric analysis directly to the browser, impacting product design, cost estimation, and manufacturing globally.The ideal candidate will design and implement ML models for geometric analysis of 3D CAD models, develop computer vision algorithms for automated feature detection, and build predictive models for manufacturing cost estimation, cycle time prediction, and defect analysis.They will also 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, and integrate STEP/STL file processing with AI analysis workflows.Main Responsibilities:Ai/ml Development & Real-time Inference:Design and implement ML models for geometric analysis of 3D CAD models.Develop computer vision algorithms for automated feature detection.Build predictive models for manufacturing cost estimation, cycle time prediction, and defect analysis.Create real-time inference engines optimized for browser-based deployment.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.Key Qualifications:Experience: 3+ years of AI/ML engineering experience with production deployments.ML Proficiency: Strong proficiency in Python with TensorFlow, PyTorch, or similar ML frameworks.3D Geometry: Experience with 3D geometry processing using libraries like Open3D, PCL, or similar.Web AI: JavaScript/TypeScript expertise for browser-based AI deployment (TensorFlow.js, ONNX.js).CAD Knowledge: Understanding of CAD file formats (STEP, STL, OBJ) and 3D mesh processing.Software Engineering: Experience with WebAssembly development, Cloud platforms (AWS, GCP, Azure), and CI/CD best practices.Preferred Qualifications:Domain Expertise: Manufacturing engineering background in injection molding or similar processes.Advanced AI: Experience with Graph Neural Networks (GNN) for CAD geometry, Physics-Informed Neural Networks (PINNs), or Reinforcement Learning for design optimization.Full Stack: Real-time rendering with WebGL/Three.js.Startup Experience: Experience at high-growth startups building technical products from scratch for production.

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