Pull Request for DL-Simplified 💡

Issue Title : #767 Cotton Disease Classification using DL

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

Closes: #767 Cotton Disease Classification using DL

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

Wrote code for preprocessing and loading images from 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	17.95%	13.2251
InceptionV3	97.22%	0.1047
CNN	92.52%	0.3026
VGG16	98.50%	0.0673
MobileNet	99.36%	0.0264
DenseNet-121	99.57%	0.0295
Xception	97.22%	0.0989

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.

abhisheks008 / DL-Simplified

[Project Addition] Cotton Disease Classification using DL #773