Metadata-Version: 2.1
Name: pneumonia_model_package
Version: 0.3.0
Summary: deep convolutional neural network for patient chest disease prediction
Author: chibuikeeugene
Author-email: chibuikeeugene@gmail.com
Requires-Python: >=3.10,<4.0
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Requires-Dist: loguru (>=0.7.2,<0.8.0)
Requires-Dist: pandas (>=2.2.2,<3.0.0)
Requires-Dist: pillow (>=10.3.0,<11.0.0)
Requires-Dist: pydantic (>=2.7.0,<3.0.0)
Requires-Dist: pydantic-settings (>=2.2.1,<3.0.0)
Requires-Dist: pytest (>=8.2.0,<9.0.0)
Requires-Dist: python-multipart (>=0.0.9,<0.0.10)
Requires-Dist: scikit-learn (>=1.4.2,<2.0.0)
Requires-Dist: strictyaml (>=1.7.3,<2.0.0)
Requires-Dist: tensorflow (>=2.16.1,<3.0.0)
Requires-Dist: tensorflow-datasets (>=4.9.4,<5.0.0)
Requires-Dist: tox (>=4.15.0,<5.0.0)
Requires-Dist: tqdm (>=4.66.4,<5.0.0)
Description-Content-Type: text/markdown

# 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](https://github.com/chibuikeeugene/pneumonia_classification_xception_model.git)

Python index package:
[Pypi link](https://pypi.org/project/pneumonia_model_package/)

