Salary Detection

[Harshit-code-tech]

Pull Request for ML-Crate 💡

Issue Title: Salary Prediction

• Info about the related issue (Aim of the project) : The goal of this project is to develop and enhance a machine learning model for predicting the salaries of data professionals based on various factors such as experience, job role, and performance ratings.
• Name: Harshit Ghosh
• Email ID for further communication: harshitghosh7@gmail.com
• GitHub ID: Harshit Ghosh
• Idenitfy yourself: Social Summer Of Code Season 3 Contributor

Closes: #667

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

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

• Data Preprocessing Enhancements: Added handling for outliers, advanced feature engineering, and improved methods for handling missing values.
• Model Development: Implemented multiple machine learning algorithms, performed hyperparameter tuning, and used cross-validation for robustness.
• Model Evaluation: Evaluated models using performance metrics such as MAE, MSE, RMSE, and R2. Added visualization plots for better understanding.
• Documentation: Updated the README file to reflect enhancements,

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
Describe how have you verified the changes made

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 @Harshit-code-tech :)