Towards a More Extensible Machine Learning Demonstration Tool
B. Thai, Stuart J. McNicholas, S.S. Shalamzari, P. R. Meng, Joseph Picone · 2023
The Institute of Signal and Information Processing (ISIP) Machine Learning Demo (IMLD) is an educational tool designed to introduce the basics of machine learning through an easy-to-use graphical user interface (GUI) [1]. IMLD was first developed as part of a suite of Java applets in the late-1990’s when Java applets were envisioned as the future of interactive computing [2]–[4]. IMLD visualizes the performance and results of various machine learning algorithms and techniques in a simple, intuitive GUI. A typical IMLD screen is shown in Figure 1. This paper introduces the recent enhancements to IMLD, which now hosts many new customizations, where its adaptability allows users to access more complex machine learning algorithms and the ability to implement their own algorithms as needed. IMLD provides benefits to the realm of medical signal processing as users are exposed to machine learning and the benefits that it provides in classifying data through various algorithms.