Develops and deploys deep-learning perception algorithms (object detection/tracking, anomaly detection, LiDAR segmentation) for autonomous inspection robots, optimizing models for NVIDIA Jetson edge hardware and integrating them via ROS. Works across the full pipeline: data annotation, MLOps with GitLab/MLflow, and cloud training/inference on AWS (SageMaker, Bedrock).
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