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Paper Title

Checxray: A Saas Application for Chest X-Ray Diagnosis

Keywords

  • Deep Learning
  • Distributed Training
  • Convolutional Neural Network
  • Numerical Calculation
  • Parallelism
  • Consumer Graphics Cards
  • GPU
  • Cost-effective Training
  • Deployment Architecture
  • Inference
  • SaaS
  • Chest X-Ray Diagnosis
  • Medical Imaging
  • Checxray
  • Healthcare AI
  • Scalable Model Training
  • Deep Convolutional Neural Network
  • Computational Demands
  • Production-level Cards
  • Medical Imagining
  • Healthcare

Article Type

Research Article

Research Impact Tools

Issue

Volume : 9 | Issue : 5 | Page No : 528-531

Published On

May, 2020

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Abstract

Training a Deep learning model is a highly computational demanding task and requires a high-end graphics card for parallelism in training a Deep Convolutional Neural Network for numerical calculation. These production level cards are not easily accessible to everyone and are extremely costly. The paper discusses a distributed training strategy used for training a deep convolutional neural network on multiple consumer graphics cards along with the deployment architecture for inference on a SaaS application.

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