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smdistributed

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brej-29 / inventory-bin-count-classifier-aws-sagemaker

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End-to-end computer vision capstone on AWS SageMaker to classify bin item-count (1–5) from images using PyTorch ResNet50. Includes baseline training, HPO, DDP multi-instance training, real-time endpoint deployment, Lambda-triggered inference, and defensive cleanup.

python aws computer-vision deep-learning aws-lambda cloudwatch capstone pytorch image-classification ddp hyperparameter-tuning distributed-training amazon-sagemaker resnet50 torchvision sagemaker-endpoint smdistributed
  • Updated Dec 26, 2025
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