AI/ML Geometric Analyst

4 days ago

rajkot, India beBeeGeometric Full time

AI/ML Engineer for Geometric Analysis and Design for ManufacturabilityWe are seeking a talented and entrepreneurial AI/ML engineer to build our next-generation browser-based platform for geometric analysis and Design for Manufacturability (DFM). This is a high-impact role focused on bringing real-time, industrial-grade analysis directly to the browser.This role involves designing and implementing ML models for geometric analysis of injection molded plastic parts, developing computer vision algorithms for automated feature detection in 3D CAD models, and building predictive models for manufacturing cost estimation, cycle time prediction, and defect analysis.Key Responsibilities & ImpactAI/ML 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.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.Required 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).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 Points: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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