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Medical Image Classification Using Deep CNNs on Amazon SageMaker with HIPAA Compliance

Amazon SageMaker

Deep CNNs on Amazon SageMaker with HIPAA Compliance

  • Use Case: Enable secure, scalable, and accurate classification of medical images (e.g., X-rays, MRIs, CT scans) using deep learning, while ensuring HIPAA compliance for handling Protected Health Information (PHI).

Objective

  • Develop a deep convolutional neural network (CNN) model for detecting anomalies in medical imaging.

    Ensure data privacy and regulatory compliance by adhering to HIPAA standards on AWS.

    Provide a scalable ML pipeline for hospital systems and research institutes.

Project Description

  • This project creates an intelligent energy management system for smart homes by deploying a machine learning model to edge devices using AWS SageMaker Edge Manager. Here's the complete pipeline:
  • Steps :

    Uploading medical imaging datasets (DICOM, PNG, JPEG) to Amazon S3 with encryption.

    Preprocessing images using SageMaker Processing and AWS Glue.

    Training a CNN (e.g., ResNet, DenseNet) model using SageMaker Training Jobs.

    Deploying the trained model using SageMaker Endpoint for real-time inference.

    Implementing access control and monitoring via AWS IAM, CloudTrail, and AWS Config.

    Enforcing encryption, logging, and audit trails for HIPAA compliance.

    Optional: integrating Amazon Comprehend Medical for radiology report analysis.

Key Technologies:

  • Deep Learning Frameworks: TensorFlow / PyTorch
  • Model Types: Convolutional Neural Networks (CNNs), Transfer Learning
  • Data Types: DICOM, PNG, JPG (Medical Imaging)
  • Security: Encryption at rest and in transit, fine-grained access control, audit logging
  • Key Technologies & AWS Services :
    Service Purpose
    Amazon SageMaker Model training, tuning, deployment
    Amazon S3 Secure image storage
    AWS IAM Access control and role-based permissions
    AWS CloudTrail Activity logging for compliance
    AWS Config Continuous monitoring of security policies
    AWS Key Management Service (KMS) Encryption for HIPAA compliance
    AWS Shield/WAF Protect deployed endpoints
    Amazon CloudWatch Model and infrastructure monitoring