Used Car Price Prediction

[tanuj437]

Pull Request for ML-Crate 💡

Issue Title: Used Car Price Prediction

• Info about the related issue (Aim of the project) : To predict the Price of used Car based on various Attributes
• Name: Tanuj Saxena
• Email ID for further communication: [email protected]
• GitHub ID: https://github.com/tanuj437
• Idenitfy yourself: SSOC'24 Contributor

Closes: #653 number that will be closed through this PR

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

So, Initially Check the Attributes of the dataset given, there distribution and data types. According to there datatype i had done preprocessing, Then Implemented various regressor models, and measure there performance in MSE, RMSE , MAE, R2.
Best performing model is stored in model.pkl along with preprocessor to process input data also.

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? ⚙️

For testing this model, Firstly mostly while training is evaluated by splitted dataset. But in Webapp i put a data values from the dataset and result where close enough to that value as that data wasn't seen by the model

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 @tanuj437 :)

[abhisheks008]

Your PR is approved and ready to be merged.
@tanuj437