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.

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.

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

Implementing different model for Income Classification Python

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.