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041 _aengtag
050 _aT58.6 D66 2025
082 _a.
100 1 _aDomingo, Sophia Kaye G.; Dominguez, Clarissa V.; Espeño, Stephen E.
245 _aABCiFy: Enhancing Alphabet Learning through image classification using convolutional neural network
264 1 _a.
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_cc2025
300 _bCapstone Project: (Bachelor of Science in Information Technology) - Pamantasan ng Lungsod ng Maynila, 2025
336 _2text
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_btext
337 _2 unmediated
_a unmediated
_b unmediated
338 _2volume
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505 _aABSTRACT: Traditional methods of teaching the alphabet often struggle to maintain young children’s engagement and typically lack auditory and interactive assessment features, thereby limiting their effectiveness in supporting simultaneous learning. This study introduces ABCify, a web-based alphabet leaning system designed for children aged three to six. ABCiFy integrates Convolutional Neural Network (CNN) technology for image classification, Text-to-Speech (TTS) functionality to aid pronunciation, and an interactive quiz component for real-time assessment and reinforcement. Developed using the Agile methodology, the system was iteratively refined to align with defined functional requirements. Evaluation results indicate that the CNN model achieved an accuracy of 85% in object classification and alphabet association. The TTS feature effectively supported pronunciation learning, while the quiz component facilitated the validation of children’s progress in alphabet recognition. These findings suggest that ABCiFy has the potential to transform traditional alphabet learning into a more engaging, multi-sensory educational experience. Future work will focus on enhancing the CNN model’s accuracy, expanding the object database to support broader learning contexts, implementing a color-coded indicator in the Progress Tracker to visually represent performance levels, and incorporating visual records of quiz responses to promote reflective learning and error analysis.
526 _aF
655 _aacademic writing
942 _2lcc
_cMS
999 _c37306
_d37306