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VishaalR/Employee-Salary-Prediction

sourceHugging Faceapache-2.0updated 1y agoView on Hugging Face
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App README

๐Ÿ’ผ Employee Salary Prediction App

This web app predicts whether an employee earns more than $50K or less than or equal to $50K, based on various demographic and work-related features.

๐Ÿ“Š Input Features

  • โ€”Age: Employee's age (18โ€“75)
  • โ€”Workclass: Type of employment sector (Private, Government, Self-employed, etc.)
  • โ€”Education Level: Highest level of education completed
  • โ€”Marital Status: Current marital status
  • โ€”Occupation: Primary job role
  • โ€”Hours per Week: Number of hours worked weekly

๐Ÿง  Model Info

  • โ€”Trained with MLPClassifier from scikit-learn
  • โ€”Categorical features encoded using LabelEncoder
  • โ€”Input scaled using MinMaxScaler
  • โ€”Achieved high accuracy on clean, preprocessed dataset

๐Ÿš€ Technologies Used

  • โ€”Gradio for interactive web UI
  • โ€”scikit-learn for training and modeling
  • โ€”pandas and joblib for data handling and model storage

๐Ÿ” Try it Now!

Enter some example inputs and see whether the predicted salary is >50K or <=50K!


Built by Vishaal R