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Created an interest prediction algorithm with 97% accuracy after evaluating 3 machine learning and 3 Auto-ML models

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jayshilj/Lending-Club-Interest-Rate-Prediction-Using-Supervised-ML-master

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This Project is based on Prediction of Interest Rates of Loans from the Lending Club Loan Data.

CLAAT Document Link: https://codelabs-preview.appspot.com/?file_id=1rYZCIi7hOFTiRhG1IEAnrO7JBcLSmFqHaxtiy4rvMDk#0

Steps to Regenerate the Project:

  1. Clone the Project into any directory of your choice
  2. Create a sub-folder called "Mice Data" inside the Data folder
  3. Download the Data from https://www.kaggle.com/wendykan/lending-club-loan-data and place it inside the "Original Data" in the Data folder
  4. Check Folders Under the Code Folder
  5. Understanding the Data: Notebook to Understand the Data more prominently
  6. Cleansing, Preprocessing and EDA: Notebooks to Cleanse and Preprocess Data. , Notebook to impute Missing Values using MICE , Notebook to Normalize the Data
  7. Feature Selection: Notebook to Implement Feature Tools , Notebook to Select Features using LassoCV
  8. Models: This Folder Contains Sub-Folders with Notebooks to implement Linear Regression, Random Forests, Neural Networks and also implement AutoML using AutoSKLearm, H20.ai and Tpot

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Created an interest prediction algorithm with 97% accuracy after evaluating 3 machine learning and 3 Auto-ML models

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