[Project Addition] Cats Breed Classification using DL

[Arihant-Bhandari]

Pull Request for DL-Simplified 💡

Issue Title : #754 Cats Breed Classification using DL

• Info about the related issue (Aim of the project): Classifying images of Cats into 5 Breeds.
• Name: Arihant Bhandari
• GitHub ID: https://github.com/Arihant-Bhandari
• Email ID: arihant.bhandari.2004@gmail.com
• Identify yourself: GSSoC 2024 Contributor

Closes: #754 Cats Breed Classification using DL

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

Wrote code for preprocessing and loading images from cat_v1 dataset, turned labels into probability distributions, created models including custom CNN as well as pre-trained models, like ResNet-50, VGG16 and so on.

Type of change ☑️

What sort of change have you made:

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

How Has This Been Tested? ⚙️

Models	Accuracy	Loss
ResNet-50	22.66%	12.4663
InceptionV3	83.59%	0.4896
CNN	35.94%	2.2302
VGG16	78.12%	0.6243
MobileNet	90.62%	0.3220
DenseNet-121	85.16%	0.5082
Xception	82.81%	0.4810
NASNetMobile	87.50%	0.4133

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.
• [x] My changes generate no new warnings.
• [x] I have added things that prove my fix is effective or that my feature works.
• [x] Any dependent changes have been merged and published in downstream modules.

[github-actions[bot]]

Our team will soon review your PR. Thanks @Arihant-Bhandari :)

[Arihant-Bhandari]

hi @abhisheks008 this PR is for a look at my current code, i will update as per discussion on accuracy.

[Arihant-Bhandari]

hi @abhisheks008 models have been updated, pls change the tags as requested on pomegranate disease issue, and assign things for cats breed for submission of this project.

Thank you for your time and attention, and sorry for the changes in tags.

[abhisheks008]

requirements.txt file is missing.

[Arihant-Bhandari]

@abhisheks008 I have added requirements.txt file , pls review