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Mkopa Amount Paid Prediction

  • This is a machine learning regression model which is trained through supervised learning to predict the amount paid of the custimer loan over a period of 360 days.
  • The data used is Data Assessment.csv.

Models used And Evaluation Metrics

  • Used four models(Linear Regression,KNeighboursRegressor,Random Forest,Decision Trees) and found the random forest regressor having the best results.
  • Used R2 score to evaluate the performance of the model.

Prerequisites

Ensure the following are installed:

  • Anaconda and Python3
  • Libraries:Pandas,Numpy,Matplotlib,Seaborn,pandas_profiling
  • Use conda or pip commands to install the libraries

Running the model

  • Clone the repository
  • Open Anaconda Navigator
  • Open the notebook using Jupiter Notebook or convert the repository to your preffered formart(.py etc)
  • Run the model to view the results.

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A regression machine learning model

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