Salman Hameed

Data Science | Machine Learning | Deep Learning | Generative AI

Machine Learning

Employee Resignation Prediction using Machine Learning

Employee Resignation Prediction using Machine Learning

I’m happy to share my latest machine learning project: Employee Resignation Prediction using ML! This innovative solution is designed to help organizations address the challenge of employee attrition with cutting-edge technology.

🔍 What I Did:

  • Data Processing: Collected, cleaned, and preprocessed the data. Converted categorical data into numerical values and normalized it for enhanced performance.
  • Visualization: Created detailed visualizations and numeric data reports to uncover hidden insights and trends.
  • Feature Analysis: Investigated key factors like monthly income, age, overtime, and environment satisfaction that influence employee resignation.
  • Model Building: Developed and compared various machine learning models including Logistic Regression, Decision Trees, Random Forests, SVM, KNN, Gradient Boosting, and more.
  • Optimization: Fine-tuned the best-performing model with optimal parameters to achieve superior results.
  • Deployment: Integrated the model into a real-time web application, allowing users to predict employee attrition and gain valuable insights.

✨ Scope & Potential:

This project can seamlessly integrate with any HR system through APIs, providing real-time predictions and actionable strategies to reduce attrition. Imagine empowering your HR team with tools to boost employee satisfaction and retention!

📞 Let’s Connect:

Interested in learning more or discussing how this project works? Feel free to contact me. Let’s harness the power of machine learning to create a more stable and satisfied workforce! 🌟

 

 

Employee Resignation Prediction using Machine Learning

I’ve developed an Employee Resignation Prediction model that leverages machine learning to identify key factors driving attrition and predict future resignations. By integrating this model into a real-time web application, organizations can enhance their HR strategies and improve employee retention.

Skills Used in Project

Python
Pandas
Scikit-Learn
Flask
Ajax
Bootstrap
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