[Project Addition] : Covid-19 X-Ray Image Classification

[aaradhyasinghgaur]

Pull Request for DL-Simplified 💡

Issue Title : Covid-19 X-Ray Image Classification

• Info about the related issue (Aim of the project) : To classify between X-Ray Images to find X-rays for COVID-19
• Name: Aaradhya Singh
• GitHub ID: https://github.com/kyra-09
• Email ID: aaradhyasinghgaur@gmail.com
• Idenitfy yourself: (Mention in which program you are contributing in. Eg. For a JWOC 2022 participant it's, JWOC Participant) GSSOC-2024 contributor

Closes: #664

Describe the add-ons or changes you've made 📃

1.) Used 5 different available network architectures such as DenseNet121 , Xception , VGG16 etc. to do catagorical classification for chest X-ray images to detect COVID19 symptom . 2.) use data augmentation techniques to improve the accuarcy of models. 3.) Comparing performance and accuracy of models using accuracy score ,loss and accuracy graph , confusion matrix for better understanding. 4.) Perfroming EDA (data analysis) for dataset to understand the structure of data. 5.) Using README file for describing the work I've performed.

Give a clear description of what have you added or modifications made

Type of change ☑️

What sort of change have you made:

• [ ] Bug fix (non-breaking change which fixes an issue)
• [x] New feature (non-breaking change which adds functionality)
• [ ] Code style update (formatting, local variables)
• [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected)
• [ ] This change requires a documentation update

How Has This Been Tested? ⚙️

Describe how it has been tested Describe how have you verified the changes made

Checklist: ☑️

• [x] My code follows the guidelines of this project.
• [x] I have performed a self-review of my own code.
• [x] I have commented my code, particularly wherever it was hard to understand.
• [x] I have made corresponding changes to the documentation.
• [ ] My changes generate no new warnings.
• [x] I have added things that prove my fix is effective or that my feature works.
• [ ] Any dependent changes have been merged and published in downstream modules.

Kindly add suitable label "Level-3" for the project as I have trained the dataset using 5 different models and compared their performance using several matrices.

[github-actions[bot]]

Our team will soon review your PR. Thanks @kyra-09 :)