This text should serve as an introduction for a research paper that will be published in an engineering journal. The working title of the paper is: “Prediction of Peri ventricular Leukomalacia in Neonates Using Active Machine Learning Algorithms/Explainable Machine Learning Algorithm. Some of the potential rough drafts are attached as documents with some comments in the document. In addition, some of the references are provided as well.