/Automated-Machine-Learning-Tools

This repository consist of 3 AutoML tools which I tested on tabular dataset for comparison. These tools are MLBox, GAMA, AutoGluon. The dataset which I have used is Framingham Heart Study Dataset available in Kaggle.

Primary LanguageJupyter Notebook

Automated-Machine-Learning-Tools

This repository consist of 3 AutoML tools which I tested on tabular dataset for comparison. These tools are

  1. MLBox
  2. GAMA
  3. AutoGluon.

The dataset which I have used is Framingham Heart Study Dataset available in Kaggle. It has considerable amount of missing values which will give you idea how these tools handle missing values. The goal is to compare all the three tools based on the following:
-> Accuracy Achieved
-> Ease to understand and implement score
-> Time taken to complete the task

This is regarding the blog which I wrote where I briefy describe all these tools, their pros and cons. Please go through that blog for more information.