GAN-based Art Generator

[alo7lika]

Pull Request for PyVerse 💡

Requesting to submit a pull request to the PyVerse repository.

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Issue Title

Please enter the title of the issue related to your pull request.
GAN-based Art Generator.

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Info about the Related Issue

What's the goal of the project?
The aim is to implement a Generative Adversarial Network (GAN) to generate synthetic artistic images that resemble real artworks.
Describe the aim of the project.

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Name

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Alolika Bhowmik

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GitHub ID

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alo7lika

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Email ID

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alolikabhowmik72@gmail.com

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Identify Yourself

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GSSoC

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Closes

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Closes: #914

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Describe the Add-ons or Changes You've Made

Give a clear description of what you have added or modified.
I have implemented a GAN model using TensorFlow and Keras that generates artistic images based on training data from various art styles. This includes preprocessing the dataset, defining the model architecture, and training the model.

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Type of Change

Select the type of change:

• 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

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How Has This Been Tested?

Describe how your changes have been tested.
I tested the GAN model by generating images and validating them against the original dataset to check for visual similarity and artistic quality. The model training performance was also monitored using loss graphs.

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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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[alo7lika]

@UTSAVS26 The task has been completed. Kindly Check the PR

[alo7lika]

@shaansuraj , @TheChaoticor , @ruhi47 Kindly review the PR

[UTSAVS26]

@alo7lika this file has no extension Deep_Learning/GAN-based Art Generator using Deep learning/Images/Image

[UTSAVS26]

And also sync your repo as it has branch conflicts.

[alo7lika]

@UTSAVS26 check the PR . Solved all the Conflicts