CVD Dataset Analysis

[arijitde92]

Added CVD Dataset Analysis Code

Pull Request for ML-Crate 💡

Issue Title: CVD Dataset Analysis #649

• Info about the related issue (Aim of the project) : To predict cardio vascular disease risk.
• Name: Arijit De
• Email ID for further communication: [email protected]
• GitHub ID: arijitde92
• Idenitfy yourself: VSOC'24

Closes: #649

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:

• 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

How Has This Been Tested? ⚙️

Describe how it has been tested
By creating training and testing sets randomly in the ratio 80:20 respectively and testing some models on the test set.
Describe how have you verified the changes made
By comparing with various Machine Learning models with a variety of metrics.

Checklist: ☑️

• 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.

[github-actions]

Our team will soon review your PR. Thanks @arijitde92 :)

[abhisheks008]

1. Remove the .vscode folder.
2. Inside the Model/README file, typing mistakes are there in the project name. Eg. pCardio Vascular Disease....
3. Mention the accuracy scores of the models inside the README.
4. Add requirements.txt file.
5. Insert the EDA results inside the README too.

@arijitde92 please fix these issues ASAP.

[arijitde92]

Hi @abhisheks008 , I have made the requested changes, please review the PR.
I have added the EDA plots in the README.md along with the dataset description. Let me know if anything else is required to be inserted into the README.md as part of the EDA results.

[abhisheks008]

Hi @arijitde92 looks good to me. Approved ✅