Apurva Shah

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robotics robotics simulation graphics computer graphics machine learning software development digital twins synthetic data automation digital twin simulation synthetic data generation virtual sensors open-loop simulation closed-loop testing robotic automation ai model training machine vision perception ai unreal engine integration high-fidelity simulation cloud-based simulation augmented reality simulation scenarios real-time data streaming ros/ros2 integration modular simulation design machine learning algorithms 3d digital twins sensor data annotation sim2real transition data quality assessment autonomous systems validation ai-driven analytics collaborative simulation environment customizable user experience distributed computing robotics engineering development pipeline integration digital twin catalog scenario management performance metrics high-accuracy detection photo-realistic environments automation testing complex system simulation digital asset management physics-based simulation deep learning in robotics fast prototyping user-friendly interfaces simulation-ready assets custom simulation tools engineering workflow optimization enterprise solution framework multi-agent systems safety in automation testing & validation framework mechanical or industrial engineering information technology & services artificial intelligence