Pull Request for DL-Simplified 💡

Issue Title : README Enhancement - Cats vs Dogs Audio Classification using DL #488

• Info about the related issue (Aim of the project) : The aim is to enhance the README file and make it eye pleasing, well documented using the given README template.
• Name: JEBA RACHEL NESICA
• GitHub ID: 129723273
• Email ID: [email protected]
• Idenitfy yourself: GSSoC'24 Contributor

Closes: #488

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

Give a clear description of what have you added or modifications made

Type of change ☑️

What sort of change have you made:

Additions and Modifications

1. Introduction Section: Added an engaging introduction to provide an overview of the project.
2. Table of Contents: Included for improved navigation.
3. Emoticons: Added throughout the document to enhance visual appeal and engagement.
4. Project Workflow: Detailed the steps for better clarity, including data collection, preprocessing, model selection, and comparative analysis.
5. Libraries Needed: Provided installation commands and listed with emoticons.
6. Visualization Section: Added a brief description of what the spectrograms represent, along with a sample image.
7. Future Work: Suggested improvements and extensions, including data augmentation, hyperparameter tuning, and exploring additional models.
8. Acknowledgements: Added to give credit to the dataset source and library developers, and to foster community rapport.
9. Engaging Closing: Included a friendly closing statement encouraging interaction and contributions.

Example how to mark a checkbox:-

• [x] My code follows the code style of this project. -->
• [ ] 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)
• [x] This change requires a documentation update

How Has This Been Tested? ⚙️

How Has This Been Tested?

• Visual Inspection: Ensured correct formatting and working links.
• Markdown Preview: Verified layout and appearance.

How Have You Verified the Changes Made?

• Consistency Check: Ensured original information is retained.
• Functional Verification: Tested links and installation commands.

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.

Our team will soon review your PR. Thanks @Jeba-Rachel-Nesica :)

Hi @Jeba-Rachel-Nesica any update on the requested changes?

Hi @Jeba-Rachel-Nesica any update on the requested changes?

I have pasted the image given in the original README to be enhanced as is to ensure no details are lost. What should I do?

Hi @Jeba-Rachel-Nesica any update on the requested changes?

I have pasted the image given in the original README to be enhanced as is to ensure no details are lost. What should I do?

Maybe there is some issue with the URL you are hyperlinking for the README.

Hi @Jeba-Rachel-Nesica any update on the requested changes?

I have pasted the image given in the original README to be enhanced as is to ensure no details are lost. What should I do?

Maybe there is some issue with the URL you are hyperlinking for the README.

Hi @Jeba-Rachel-Nesica any update on the requested changes?

I have pasted the image given in the original README to be enhanced as is to ensure no details are lost. What should I do?

Maybe there is some issue with the URL you are hyperlinking for the README.

Checked the page is not found. Can I just remove that part alone?

Hi @Jeba-Rachel-Nesica any update on the requested changes?

I have pasted the image given in the original README to be enhanced as is to ensure no details are lost. What should I do?

Maybe there is some issue with the URL you are hyperlinking for the README.

Hi @Jeba-Rachel-Nesica any update on the requested changes?

I have pasted the image given in the original README to be enhanced as is to ensure no details are lost. What should I do?

Maybe there is some issue with the URL you are hyperlinking for the README.

Checked the page is not found. Can I just remove that part alone?

Okay

Hi @Jeba-Rachel-Nesica any update on the requested changes?

I have pasted the image given in the original README to be enhanced as is to ensure no details are lost. What should I do?

Maybe there is some issue with the URL you are hyperlinking for the README.

Hi @Jeba-Rachel-Nesica any update on the requested changes?

I have pasted the image given in the original README to be enhanced as is to ensure no details are lost. What should I do?

Maybe there is some issue with the URL you are hyperlinking for the README.

Checked the page is not found. Can I just remove that part alone?

Okay

Done.