PyVerse House price prediction

Pull Request for PyVerse 💡

Requesting to submit a pull request to the PyVerse repository.

Issue Title

Please enter the title of the issue related to your pull request.
House Price Prediction #542

[x] I have provided the issue title.

Info about the Related Issue

What's the goal of the project?
The House Price Prediction project aims to develop a predictive model that estimates house prices based on various features such as location, size, number of bedrooms, and market trends. This algorithm will assist potential buyers in making informed decisions and help sellers price their properties competitively.

[x] I have described the aim of the project.

Name

Please mention your name.
Rahul-AkaVector

[x] I have provided my name.

GitHub ID

Please mention your GitHub ID.
@Rahul-AkaVector

[x] I have provided my GitHub ID.

Email ID

Please mention your email ID for further communication.
[email protected]

[x] I have provided my email ID.

Identify Yourself

Mention in which program you are contributing (e.g., WoB, GSSOC, SSOC, SWOC).
GSSOC, Hacktoberfest, level2

[x] I have mentioned my participant role.

Closes

Enter the issue number that will be closed through this PR.
Closes: #542

[x] I have provided the issue number.

Describe the Add-ons or Changes You've Made

Give a clear description of what you have added or modified.
I have implemented a machine learning model for house price prediction, which estimates house prices based on features such as location, size, number of bedrooms, and market trends. This includes adding a Streamlit-based web interface to allow users to input the required information and receive predictions in real-time.

[x] I have described my changes.

Type of Change

Select the type of change:

[ ] 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)
[ ] This change requires a documentation update

How Has This Been Tested?

Describe how your changes have been tested.
I have tested the model and the Streamlit interface locally with various inputs to ensure that the predictions are accurate and the user interface functions as expected.

[x] I have described my testing process.

Checklist

Please confirm the following:

[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.

Oct 13 '24 10:10 Rahul-AkaVector

👋 Thank you for opening this pull request! We're excited to review your contribution. Please give us a moment, and we'll get back to you shortly!

Feel free to join our community on Discord to discuss more!

Oct 13 '24 10:10 github-actions[bot]

@UTSAVS26 can u accept pull request and merge into main branch

Oct 14 '24 13:10 Rahul-AkaVector

@UTSAVS26 can u accept pull request and merge into main branch

Wait for sometime let mentors @shaansuraj and @TheChaoticor review it and approve.

Oct 14 '24 13:10 UTSAVS26

okay no problem

Oct 14 '24 13:10 Rahul-AkaVector

@shaansuraj , @TheChaoticor review it plzzz

Oct 18 '24 01:10 Rahul-AkaVector

If the mentors are busy, I can dot it @UTSAVS26

Oct 23 '24 20:10 ruhi47