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Vertex Pharmaceuticals: Accelerating image segmentation for drug discovery imaging using serverless technologies on AWS

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The article summarizes how Vertex Pharmaceuticals built a highly scalable and cost-effective image segmentation system for drug discovery using AWS serverless technologies.

Specifically, the article covers:

  • The challenges of drug discovery involving analyzing large amounts of microscope image data
  • How Vertex Pharmaceuticals modernized their architecture using AWS Step Functions Distributed Map for parallel processing of images
  • The workflow involving uploading images, manual segmentation for model training, applying the trained ML model for automated segmentation, and storing results
  • Performance improvements achieved, including 11x faster job completion and 90% cost reduction compared to their legacy system
  • Conclusion highlighting the scalability, reliability, and cost benefits of the new serverless architecture on AWS


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