adult-income

Predict whether income exceeds $50K/yr based on census data.

Coursework solutions for a 2nd year Computer Science sub-module on Bias in AI @ Durham University. Attempts to minimise gender bias when using ML to predict income.

Predict whether income exceeds $50K/yr based on census data.

Machine learning classification on Adult Income dataset to predict income levels (>50K or <=50K) using Logistic Regression, Decision Tree, and Naive Bayes.

This Machine Learning project predicts an adult's income and is deployed using Flask, Docker, and CI/CD pipelines.

The Adult-Income-Prediction repository uses machine learning to classify whether an individual's income exceeds $50K based on demographic and employment features. It includes data preprocessing, EDA, feature engineering, and model training.

Comprehensive data science pipeline for income prediction using 1994 Census data. Systematically addresses class imbalance, missing values, and outliers through SMOTE, imputation strategies, and winsorizing techniques across 43,957 records.

Implementing different model for Income Classification Python

End-to-end Adult Census income classification with data cleaning, feature engineering, a class-balanced Random Forest, threshold optimization, and model evaluation.

Adult Income veri seti üzerinde EDA, veri ön işleme ve Random Forest optimizasyonu ile gelir sınıflandırması (%86,17 accuracy).

Data mining workflow on the UCI Adult Income dataset with feature selection, clustering, scikit-learn classification, and PyTorch MLP modelling.