https://github.com/hariprasath-v/av_job-a-thon-april-2022

Machine Learning model to forecast the demand of the car rentals on an hourly basis.
https://github.com/hariprasath-v/av_job-a-thon-april-2022

analyticsvidhya exploratory-data-analysis lightgbm machine-learning python timeseries-analysis timeseries-forecasting

Last synced: 3 months ago
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Machine Learning model to forecast the demand of the car rentals on an hourly basis.

• Host: GitHub
• URL: https://github.com/hariprasath-v/av_job-a-thon-april-2022
• Owner: hariprasath-v
• License: apache-2.0
• Created: 2022-04-27T16:34:36.000Z (about 3 years ago)
• Default Branch: main
• Last Pushed: 2022-04-27T16:53:19.000Z (about 3 years ago)
• Last Synced: 2025-01-13T01:45:08.488Z (4 months ago)
• Topics: analyticsvidhya, exploratory-data-analysis, lightgbm, machine-learning, python, timeseries-analysis, timeseries-forecasting
• Language: Jupyter Notebook
• Homepage:
• Size: 1.1 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# AV_job-a-thon-april-2022

### Competition hosted on  analyticsvidhya.com 

# About

### Machine Learning model to forecast the demand of the car rentals on an hourly basis.

### Competition LB Rank:62/655

### Final Score 33.8902476111

### Evaluation Metric is Root Mean squared error.

### File information

 * AV_job_a_thon_april_2022_EDA.ipynb

    ### Packages Used,

        * seaborn

        * Pandas

        * klib

        * Numpy

        * Matplotlib

        * re

    ### Basic Exploratory Data Analysis

    

    

    

* AV_job_a_thon_april_2022_Model.ipynb

    ### Packages Used,

        * Sklearn

        * re

        * Pandas

        * Numpy

        * Matplotlib

        * lightgbm

        * shap

     ### Data Pre-processing         

     ### Created  lightgbm regressor model. 

     

### Feature Importance  

![Alt text](https://github.com/hariprasath-v/AV_job-a-thon-april-2022/blob/main/Feature_Importance_plot.png)

### Prediction Plot

![Alt text](https://github.com/hariprasath-v/AV_job-a-thon-april-2022/blob/main/Prediction_plot.png)