F1 Visa Experiences

[stackaway]

Pull Request for ML-Crate 💡

Issue Title: F1 Visa Experiences

• Info about the related issue (Aim of the project) : Finding out if the review is positive, negative or neutral.
• Name: Churnika S Mundas
• GitHub ID: (https://github.com/stackaway)
• Idenitfy yourself: JWOC 2024 Contributor

Closes: #128

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

We analyse the data, preprocess and visualize the features. We then investigated two predictive models. The data was split into two parts, a train set and a test set.

We started with Logistic Regression, Random Forest Classifier and SVM and SVM had the highest accuracy followed by Random Forest Classifier.

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? ⚙️

Logistic Regression, Random Forest Classifier and SVM and SVM had the highest accuracy followed by Random Forest Classifier.

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 @stackaway :)

[abhisheks008]

Follow the template and update the README file to make it eye pleasing. (Suggestion: Add the EDA results under the Visualization tag). Here is the template, https://github.com/abhisheks008/ML-Crate/blob/main/.github/readme_template.md

[stackaway]

I have updated the README file

[abhisheks008]

Approved under JWOC 2024 @stackaway

[abhisheks008]

Hi @stackaway can you please share your email ID for further communication.

[abhisheks008]

Hi @stackaway can you please share your email ID for further communication.

[stackaway]

churnika.mundas@gmail.com