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IBM is an MNC and Attrition is a major risk to service-providing organizations where experienced people are the assets Here, I've created a program with Logistic Regression which would analyze an Organization Dataset and explore the attrition rate for various parameters and help in predicting the employees who are likely to leave.

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attrition-analysis data-analysis data-visualization ibm logistic-regression machine-learning python python-data-analysis regression-analysis regression-models

ibm_employee_attrition_prediction's Introduction

IBM Employee Attrition Prediction

IBM is an MNC and Attrition is a major risk to service-providing organizations where experienced people are the assets Here, I've created a program with Logistic Regression which would analyze an Organization Dataset and explore the attrition rate for various parameters and help in predicting the employees who are likely to leave.

Steps to complete this project

  • Import Libraries and read data set
  • Describe the dataset
  • Data Transforamtion / Categorical to Numerical
  • Data Cleaning and Feature Selection
  • Split the dataset into train and test set
  • Machine Learning Modeling
  • train the model (Fit)
  • Test the trained model (prediction )
  • Model Evaluation

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