[Project Addition] Indian Venomous Snakes Classification using DL

[Arihant-Bhandari]

Pull Request for DL-Simplified 💡

Issue Title : #675 [Project Addition] Indian Venomous Snakes Classification using DL

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

Closes: #675 [Project Addition] Indian Venomous Snakes Classification using DL

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

Wrote code for preprocessing and loading images, created models including custom 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	65.17%	0.6405
InceptionV3	86.89%	0.3523
CNN	74.44%	0.5768
VGG16	75.28%	0.5027
EfficientNetB7	60.67%	0.6833

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 is the second project i was hoping to push, the work on this has been completed end to end as per guidelines, i hope you can accept this. there may be minor changes in the other Ai vs REAL project, but i think i have made all changes to this.

i know this may be against guidelines in terms of 1 issue at a time, but i hope some leeway can be given. thank you as always for your time and patience, hope to hear from you soon.