https://github.com/kasraskari/fuel-consumption
Co2-Consumption Prediction Model
https://github.com/kasraskari/fuel-consumption
jupyter-notebook machine-learning multiple-linear-regression python
Last synced: about 2 months ago
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Co2-Consumption Prediction Model
- Host: GitHub
- URL: https://github.com/kasraskari/fuel-consumption
- Owner: KasrAskari
- License: mit
- Created: 2024-05-30T18:00:44.000Z (about 2 years ago)
- Default Branch: main
- Last Pushed: 2025-04-05T08:18:26.000Z (about 1 year ago)
- Last Synced: 2025-05-31T14:09:16.758Z (about 1 year ago)
- Topics: jupyter-notebook, machine-learning, multiple-linear-regression, python
- Language: Jupyter Notebook
- Homepage:
- Size: 1.86 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
## 🚗 Fuel Consumption Prediction Model
## 📌 Overview
This project aims to **predict CO2 emissions** based on various fuel consumption factors using a **Multiple Linear Regression** model. The dataset, sourced from Kaggle, provides fuel consumption data for different vehicles, enabling a data-driven approach to emissions forecasting.
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## 🚀 Features
✅ **CO2 Emissions Prediction** – Accurately estimates CO2 output based on vehicle parameters.
✅ **Regression Analysis** – Uses **Multiple Linear Regression** to uncover relationships between fuel consumption and emissions.
✅ **Interactive Visualizations** – Provides **insightful charts** to illustrate data trends and correlations.
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## 📂 Project Structure
```
Fuel-Consumption/
├── FuelConsumption.csv # Dataset used for training and evaluation
├── Co2_prediction.ipynb # Jupyter Notebook with data analysis and model implementation
└── README.md # Project documentation
```
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## 🛠 Technologies Used
- **Programming Language:** Python 🐍
- **Libraries & Tools:**
- 📊 **pandas** – Data manipulation
- 📉 **scikit-learn** – Machine learning models
- 📈 **matplotlib** – Data visualization
- 🎨 **seaborn** – Statistical data plotting
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## 🔗 Acknowledgments
📌 **Dataset:** [Kaggle - Fuel Consumption](https://www.kaggle.com/datasets/komalnaseer/fuelconsumptioncsv)
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## 📜 License
This project is licensed under the **MIT License**.