As a researcher in the Machine Learning community and Human Computer Interaction field, there is always a tremendous need for statistics methods in machine learning models and data analysis. This notebook is a collection of the most important statistical methods in machine learning and data analysis. It is not for mathematical proofs, but for practical usage. I hope it can help you to understand the statistical methods and how to use them in your research.

This notebook will enable you to select and correctly apply the statistical method that is most suitable for your data analysis project. Reading the notebook is recommended for data analyst, data scientists, statisticians, and anyone else interested in data analysis.

About me: My name is Jinfen Li, I’m a NLP and XAI researcher. Follow me on Twitter! @li_jinfen.