Fixes Issue #972 ASL | Deep Learning

[Varunshiyam]

Pull Request for PyVerse 💡

Requesting to submit a pull request to the PyVerse repository.

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Issue Title

ASL | Transfer Learning and Fine-tuning for Sign Language

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Info about the Related Issue

This project demonstrates the application of transfer learning to classify American Sign Language (ASL) expressions. Two popular CNN architectures, InceptionV3 and ResNet50, are employed as base models with pre-trained weights from ImageNet. The models are fine-tuned on an ASL dataset, leveraging their learned feature representations for improved accuracy. The training process includes data augmentation and employs the Adam optimizer with a categorical cross-entropy loss function. The performance of both models is evaluated and compared, showcasing the effectiveness of transfer learning for ASL classification and its potential for communication support applications.

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Name

Varunshiyam

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GitHub ID

Varunshiyam

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Email ID

varunshiyam.analyst@gmail.com

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Identify Yourself

Gssoc, hacktoberfest

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Closes

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Issue #972

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Describe the Add-ons or Changes You've Made

Added up my Project File

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Type of Change

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• 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)
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How Has This Been Tested?

I have Tested these Codes Several Times and Also verified with my Mentors.

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Checklist

Please confirm the following:

• 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.

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