Aralin Baybayin: Intelligent Tutoring System for Baybayin Scripts with Character Recognition
Jerico G. Jadaone, Karl Marco G. Loristo, Justin V. Oledan, Therese Angel G. Saavedra, Iluminada Vivien R. Domingo · 2023
Aralin Baybayin is an Intelligent Tutoring System (ITS) designed to help those interested in learning the Baybayin Script, such as historians, foreigners, and fellow Filipinos. It provides an efficient and convenient way to learn how to read and write the Baybayin Script. The proponents assessed the quality of the software and system product using ISO 25010 and the motivational experience of users with 130 respondents consisting of IT and Baybayin Experts and third year students studying Bachelor of Science in Information Technology at Polytechnic University of the Philippines. The proponents are able to deliver a learning motivational experience for the users with a verbal interpretation of agree. The system was also able to utilize organized, progressive, and interactive lessons for the users. Aralin Baybayin also met the user's acceptance through the use of ISO 25010 with a verbal interpretation of agree. For optical character recognition, through training the datasets Aralin Baybayin has proved that CNN models are suitable for Baybayin character recognition with a result of final training accuracy of 99.16% and testing accuracy 98.60%. An accuracy rate of 91.55% was achieved by accurately transliterating 412 out of 450 words. The researchers conclude that Aralin Baybayin is an effective tool for promoting more efficient and interactive learning of the Baybayin Script using the Intelligent Tutoring System (ITS).