Income Estimator

Description

The Income Estimator is a machine learning-powered salary prediction tool that utilizes demographic and employment-related data to classify individuals into two income categories: ≤50K or >50K per year. Trained on the Adult Income Dataset, this model uses a Random Forest Classifier to predict salary levels with high accuracy.

🔹 Who Can Use This?
✅ HR Professionals & Recruiters – Assess salary expectations for job candidates.
✅ Job Seekers – Estimate potential earnings based on qualifications and experience.
✅ Data Scientists & ML Enthusiasts – Learn how machine learning models predict salaries.
✅ Economists & Analysts – Gain insights into income distribution trends.

Key Features:

✔ Machine Learning-Powered Predictions – Uses a trained Random Forest Model.
✔ User-Friendly Interface – Built with Streamlit for quick and easy interaction.
✔ Demographic & Work-Based Inputs – Includes age, education, occupation, work hours, and more.
✔ Real-Time Salary Estimation – Get instant salary category predictions.
✔ Optimized Data Preprocessing – Encodes categorical features and scales numerical values.
✔ Customizable & Extendable – Modify the model, dataset, and features for better accuracy.