AI/ML Geometric Analysis Specialist

7 days ago

dindigul, India beBeeMachineLearningEngineer Full time

Geometric Analysis EngineerWe are seeking a highly skilled AI/ML engineer to develop our next-generation browser-based platform for geometric analysis and design optimization.This is a high-impact role focused 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.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 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 & Design OptimizationDevelop 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.Required Qualifications (Must-Haves)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).Foundation: 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.Software Engineering: Experience with WebAssembly development, Cloud platforms (AWS, GCP, Azure), and CI/CD best practices.Bonus PointsDomain 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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