Techno Functional Role. Deploy computer vision models to Edge devices optimize for latency and accuracy
Establish server to edge device connectivity containerize and enable remote deployment
Develop video processing pipelines integrate with TFG systems and perform aggregations as needed. Great knowledge of CNN architecture. Project experience on computer vision.
Knowledge of TensorFlow Pytorch for CNN models. Great knowledge of YOLO model fine-tuning and re-training. Working knowledge of YOLO model for edge device (YOLOv5n YOLOv8n)
Familiarity of other object detection models e.g. EfficientDet-Lite0 MobileNet-SSD
Knowledge of YOLO model quantization for Raspberry Pi (TFlite model). Object detection image labeling tools feature extraction from video YOLO model fine-tuning. Databricks AWS exposure is a plus. S : N