Standard ML Utilities Illustration

EDA and model validation utilities for a standard classification problem.

Introduction

In this repository, we tackle the problem of analyzing the demographic of people who survived the titanic incident using the titanic dataset.

We demonstrate the use of utilities for EDA and some for model validation we have developed over previous projects.

Installation

The packages we have used here are quite standard and should be available to most users familiar with Python. However, to replicate the exact behavior, please utilize the requirements.txt file to create a virtual environment.

Note: For this exercise, we have used Python 3.8.8.

pip install virtualenv
virtualenv titanic_venv
source titanic_venv/bin/activate
pip install -r requirements.txt