[Project Addition] Indonesian Spice Classification using DL

[Arihant-Bhandari]

Pull Request for DL-Simplified 💡

Issue Title : #718 Indonesian Spice Classification using DL

• Info about the related issue (Aim of the project): Classifying Indonesian Spice images into 31 categories.
• Name: Arihant Bhandari
• GitHub ID: https://github.com/Arihant-Bhandari
• Email ID: arihant.bhandari.2004@gmail.com
• Idenitfy yourself: GSSoC 2024 Contributor

Closes: #718 Indonesian Spice Classification using DL

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

Wrote code for preprocessing and loading images from Indonesian Spices Dataset, checked image appropriateness and displayed accordingly, 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	2.92%	15.6477
InceptionV3	85.64%	0.5840
CNN	77.88%	0.9821
VGG16	87.25%	0.5719
EfficientNetB7	3.53%	3.4381
DenseNet-121	92.17%	0.2818
Xception	88.86%	0.4359

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 pls review this PR, if any changes let me know i will do them over.

thank you as always for your time.