/Adult-Income-Analysis

Exploratory data analysis for the Adult or Census Income dataset from UCI Machine Learning Repository : https://archive.ics.uci.edu/ml/datasets/adult

Primary LanguageJupyter Notebook

Adult-Income-Analysis

Exploratory data analysis for the Adult or Census Income dataset from UCI Machine Learning Repository.

Full Analysis : Jupyter Notebook

Python Packages:

  • Scikit-learn
  • Pandas
  • Numpy

Classification Models Used:

  • Decision Trees
  • Artificial Neural Network
  • Support Vector Machine
  • Adaboost
  • Random Forests
  • Logistic Regressions
  • k-Nearest Neighbours

Performance Analysis

Overall Performance Metrics

ROC Curve of Top 5 Models