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Online prediction using 3D U-Net TensorFlow model in AWS Sagemaker

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VTUL-CDRS/Serverless-3D-UNet-prediction

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Online-prediction

Online prediction using 3D U-Net tensorflow model. This serverless architecture is also can be used and extended to other end-to-end machine learning projects that using tensorflow.

Architecture

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  • AWS Amplify: A website for users to upload image files and download the prediction images.
  • AWS Lambda: A serverless function to handle the prediction request and save the prediction output as an image to AWS S3.
  • AWS Sagemaker: Hosting machine learning model to predict the segmentation mask of the uploaded image.

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Online prediction using 3D U-Net TensorFlow model in AWS Sagemaker

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