This article highlights the benefits of using the modern mobile technology features in providing a learning platform for young dyslexic writers. An android-based application is designed and implemented to encourage the learning process and to help dyslexic children improve their fundamental handwriting skill. In addition, a handwriting learning algorithm based on concepts of machine learning is designed and implemented to decide the learning content, evaluate the learning performance, display the performance results, and record the learning growth to show the strengths and weaknesses of a dyslexic child. The results of the evaluation provided by the participants revealed that application has potential benefits to foster the learning process and help children with dyslexia by improving their foundational writing skills.