We hear about Machine Learning and Data Mining everywhere. What are they? Are they relevant to your research. This workshop aims to introduce the basics of machine learning theory to applied researchers. The workshop will cover the basic concepts and terminology in machine learning, in comparison to the conventional statistical analysis. From many machine learning algorithms, we will take the example of Support Vector Machines in R. The workshop assumes introductory-level knowledge of linear regression and logistic regression.