[Project Addition] Turkey Almond Species Classification using DL

[Arihant-Bhandari]

Pull Request for DL-Simplified 💡

Issue Title : #707 Turkey Almond Species Classification using DL

• Info about the related issue (Aim of the project) :Classifying Almond Species from Turkey into 4 types.
• Name: Arihant Bhandari
• GitHub ID: https://github.com/Arihant-Bhandari
• Email ID: [email protected]
• Idenitfy yourself: GSSoC 2024 Contributor

Closes: #707 Turkey Almond Species 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:

• Bug fix (non-breaking change which fixes an issue)
• 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? ⚙️

Models	Accuracy	Loss
ResNet-50	29.81%	11.3137
InceptionV3	96.47%	0.1521
CNN	95.51%	0.1550
VGG16	97.76%	0.0680
EfficientNetB7	29.81%	1.3967
DenseNet-121	98.72%	0.0624
Xception	97.44%	0.0794

Checklist: ☑️

• My code follows the guidelines of this project.
• I have performed a self-review of my own code.
• I have commented my code, particularly wherever it was hard to understand.
• I have made corresponding changes to the documentation.
• My changes generate no new warnings.
• 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.

[github-actions]

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

[Arihant-Bhandari]

hi @abhisheks008 , pls review this PR, if any changes, i will gladly do them over.

thank you as always for your time and patience.

[abhisheks008]

Approved @Arihant-Bhandari