abhisheks008 / ML-Crate

ML-Crate stands as the ultimate hub for a multitude of exciting ML projects, serving as the go-to resource haven for passionate and dedicated ML enthusiasts!🌟💫 Devfolio URL, https://devfolio.co/projects/mlcrate-98f9

https://quine.sh/repo/abhisheks008-ML-Crate-409463050

MIT License

198 stars 216 forks source link

House Rent Analysis and Prediction of Mumbai #444 #520

Closed raysofani closed 8 months ago

raysofani commented 8 months ago

Pull Request for ML-Crate 💡

Issue Title: House Rent Analysis and Prediction of Mumbai #444

Info about the related issue (Aim of the project) : Create a ML model for analyzing and predicting the house rents of Mumbai based on the given dataset
Name: Aniket Ray
GitHub ID: https://github.com/raysofani
Idenitfy yourself: Contibuter

Closes: #444

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

I have created the rent analysis and prediction model in Bombay using different ML model algorithms.

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

I have explored the dataset
Perform Exploratory Data Analysis
Visualize the data and relation among features
Done Feature engineering
Identified the outliers and fixes them
Performed machine learning models
used models are:- Linear Regression, Random Forest Regressor, Support Vector Machine, XGBoost
Get the accuracy and rsme (root mean square error)
Visualize the accuracy and rsme

Type of change ☑️

What sort of change have you made:

[ ] 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? ⚙️

Describe how it has been tested Describe how have you verified the changes made

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.

github-actions[bot] commented 8 months ago

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

raysofani commented 8 months ago

@abhisheks008 Structured the files as per the requested changes and updated the readme file