项目作者: sagar-0817

项目描述 :
Prediction of CO2 Emission for Vehicles
高级语言: Jupyter Notebook
项目地址: git://github.com/sagar-0817/co2-emission.git
创建时间: 2021-01-01T11:12:26Z
项目社区:https://github.com/sagar-0817/co2-emission

开源协议:

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CO2 Emission Prediction for Vehicles

Description

  • The project focuses on predicting the amount of carbon dioxide emitted by vehicles using various Machine Learning algorithms.
  • The prediction will allow vehicle manufacturers have an idea about the amount of carbon dioxide emitted by the yet to be manufactured vehicles in future and manufacture them prudently.
  • The best performing model achieved an accuracy of 99.86% on the unseen data.

Additional details

  • There is one jupyter notebook in the project co2-emission-prediction.ipynb in which the Prediction has been done.
  • The notebook uses a dataset called Fuel Consumption.xlsx.
  • The dataset provides model-specific fuel consumption details and estimated carbon dioxide emissions for a large number of vehicles over many years in Canada.
  • The raw datasets were taken from the Fuel Consumption ratings webpage of the official Canada Government open data website.
  • The dataset in this repository was compiled from the raw datasets taken from the mentioned website. The data is spread across three different time periods namely 1995-1999, 2000-2014 and 2015-2020 in three different sheets of the Excel workbook.
  • You can view more details about the dataset in about-the-data.txt.

Running the notebook in local system

  • A few libraries has to be installed in order to run the notebook in your local system.
  • Libraries required to run the notebook are mentioned in requirements.txt.

Note

  • You can also view the notebook on Google Colab where you can run the notebook and make changes if you want without downloading
    the notebook to your local system.
    • co2-emission-prediction.ipynb : Open In Colab