House Rent Analysis and Prediction of Mumbai #444

[raysofani]

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: Contributer

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

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

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 @raysofani :)

[raysofani]

@abhisheks008 sir as in my previous pull request there was an issue, where my files were not showing so i have closed that one and open new pull request with all the visible changes. kindly review it.

[abhisheks008]

Update the folder name as per the issue name with no underscore.

[raysofani]

@abhisheks008 folder is renamed. Kindly review it

[abhisheks008]

Arrange the images properly, it's looking awful.

[raysofani]

@abhisheks008 i have arranged the images properly in readme file. kindly review it

[abhisheks008]

Approved.
@raysofani

[abhisheks008]

Hi @raysofani please share your email ID for further communication.

[raysofani]

@abhisheks008 Thank you approving my work sir!! You guidance will definitely help me in learning and improving my skills.
My email ID- aniray300304@gmail.com