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deep convolutional neural network for patient chest disease prediction

Project description

PNEUMONIA XRAY RESULT CLASSIFICATION

A machine learning program that classifies correctly sick patient's chest xray reports to be either pneumonia infected or normal. This program uses a neural network algorithm to detect sick patient.

Data set and its description

Data Description
Image the image object (jpeg format)
Label class of the image (normal, pneumonia)

Dependencies and packages

  1. numpy>=1.20.0,<1.21.0
  2. python = 3.10
  3. pandas = 2.2.2
  4. scikit-learn = 1.4.2
  5. pydantic = 2.7.0
  6. strictyaml = 1.7.3
  7. tensorflow = 2.16.1
  8. scikeras = 0.13.0
  9. tensorflow-datasets = 4.9.4
  10. pillow = 10.3.0
  11. pydantic-settings = 2.2.1
  12. fastapi = 0.110.3
  13. uvicorn = 0.29.0
  14. loguru = 0.7.2
  15. python-multipart = 0.0.9

Source code link

Source code link: Github link

Python index package: Pypi link

Project details


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