[Model Enhancement]: American Sign Language Detection Model

[Adhivp]

Pull Request for DL-Simplified 💡

Issue Title : [Model Enhancement]: American Sign Language Detection Model

• Info about the related issue (Aim of the project) : To enhance the current ASL model
• Name: Adhithyan vp
• GitHub ID: @Adhivp
• Email ID: adhivp910@gmail.com
• Idenitfy yourself: GSSOC'24

Closes: #574

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

New performance metrics

📈 Performance of the Models based on the Accuracy Scores

Rank	Model Name	Test Accuracy	Trained Model Size	Training Accuracy	Training Loss
1	MobileNetV3Small	100.0%	19.1MB	96.97%	0.1574
2	NASNetMobile	100.0%	67.1MB	97.96%	0.1058
3	MobileNetV3Large	100.0%	48.6MB	97.98%	0.1026
4	InceptionV3	100.0%	287.8MB	98.65%	0.0712
5	ResNet50V2	100.0%	308.6MB	98.67%	0.0625
6	ResNet101V2	100.0%	537.5MB	98.74%	0.0605

• ranking based on Trained Model size

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)
• [ ] 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? ⚙️

Describe how it has been tested Describe how have you verified the changes made

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.
• [ ] My changes generate no new warnings.
• [x] 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[bot]]

Our team will soon review your PR. Thanks @Adhivp :)

[Adhivp]

Hey @abhisheks008 I have added 6 models and have added proper documentation to every one of them in the Notebook file , Hoping to get Level 3 from you . Thank you for your time

[Adhivp]

ok sure

[Adhivp]

Have done the changes as requested @abhisheks008

[Adhivp]

Hey @abhisheks008 I have added 6 models and have added proper documentation to every one of them in the Notebook file , Hoping to get Level 3 from you . Thank you for your time

..

[abhisheks008]

Will review this by EOD.

[Adhivp]

@abhisheks008 after Reviewing, please wait for some time web app is also ready, so i will give the PR to that too, I hope we can finish both PR by EOD

[abhisheks008]

@abhisheks008 after Reviewing, please wait for some time web app is also ready, so i will give the PR to that too, I hope we can finish both PR by EOD

Create a separate PR for the Web App