Table 1.

Open source tools and learning resources on ML

Resource name	Description	What is this good for?	Reference
Machine Learning in R for beginners	A short tutorial that introduces you to implementing ML using R	To get started with ML using R	87
Stanford ML Tips and Tricks	A quick reference guide to ML concepts and algorithms	A cheat sheet for understanding the concepts and algorithms in ML	88
Kaggle Data sets	A repository of data sets to build ML model	It contains numerous data sets that can be used to build ML models	89
WEKA	An open source user interface ML tools	A great tool to get started with ML	90
Google Colaboratory	It’s an online Python Jupyter notebook environment that requires no setup to use	An easy‐to‐use online tool with no installation necessary on your local machine. It is also a great tool for ML education	91
Caret R package	R package for ML analysis	For researchers comfortable with R who want to perform ML analysis	92

ML, machine learning.