Prediction-Analysis-of-Interest-Rate-Using-Machine-Learning
Steps to Regenerate the Project:
Clone the Project into any directory of your choice Create a sub-folder called “Mice Data” inside the Data folder Download the Data from https://www.kaggle.com/wendykan/lending-club-loan-data and place it inside the “Original Data” in the Data folder Check Folders Under the Data Folder
Understanding the Data:
Notebook to Understand the Data more prominently
Cleansing, Preprocessing and EDA:
Notebooks to Cleanse and Preprocess Data, notebook to impute Missing Values using MICE, notebook to Normalize the Data
Feature Selection:
Notebook to Implement Feature Tools , Notebook to Select Features using LassoCV
Models:
This Folder Contains Sub-Folders with Notebooks to implement:
- Linear Regression
- Random Forests
- Neural Networks
- Implement AutoML using AutoSKLearm, H20.ai and Tpot