https://github.com/alokverma18/linear-regression

Implementation of Simple and Multiple Linear Regression
https://github.com/alokverma18/linear-regression

co2-emissions-prediction machine-learning multiple-linear-regression python regression simple-linear-regression supervised-learning

Last synced: about 6 hours ago
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Implementation of Simple and Multiple Linear Regression

• Host: GitHub
• URL: https://github.com/alokverma18/linear-regression
• Owner: alokverma18
• License: mit
• Created: 2023-08-18T17:19:05.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2023-10-11T17:32:09.000Z (over 1 year ago)
• Last Synced: 2023-10-12T04:42:09.928Z (over 1 year ago)
• Topics: co2-emissions-prediction, machine-learning, multiple-linear-regression, python, regression, simple-linear-regression, supervised-learning
• Language: Python
• Homepage:
• Size: 26.4 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Linear Regression 📈

This is a project to implement Simple and Multiple Linear Regression on the same dataset that is related to Fuel Consumption and Carbon Dioxide Emission of Cars. Simple Linear Regression is a technique used to model the relationship between two numeric variables: an independent variable ( 'Fuel Consumption' in this project) and a dependent variable ( 'CO2 Emission' in this project), while in Multiple Linear Regression uses two or more independent variables. The goal is to find a linear equation that best represents the relationship between the variables so that we can make predictions based on new values of the independent variable(s).

 ## Code Outline

 - Read Data file.

 - Explore the Data and select useful Features.

 - Plot the data to find better Relationships.

 - Split data into Training and Test sets.

 - Create and Fit the Model with selected Feature(s).

 - Plot the Output.

 - Evaluate the Performance of the Model.

   

## Modules

- scikit-learn

- pandas

- numpy 

- matplotlib 

## Contributing

Feel free to Contribute and Improve this by creating a Pull Request or an Issue.

## Connect 

[![portfolio](https://img.shields.io/badge/my_portfolio-000?style=for-the-badge&logo=ko-fi&logoColor=white)](https://alokverma18.github.io/)

[![linkedin](https://img.shields.io/badge/linkedin-0A66C2?style=for-the-badge&logo=linkedin&logoColor=white)](https://www.linkedin.com/in/alokverma18/)

[![twitter](https://img.shields.io/badge/twitter-1DA1F2?style=for-the-badge&logo=twitter&logoColor=white)](https://twitter.com/ak_verma18)

## 

### Leave a 🌟 if it was Helpful!!

### Thanks!