EduMate: AI-Based Student Support Platform with OCR and Voice Assistance

Advanced AI technology has been used in a timely and accurate manner to allow the children to get homework assistance through a digital learning platform designed to overcome the challenges in classes 1 to 6. OCR technologies like Tesseract, Keras-OCR, and EasyOCR are used to extract texts from handwritten texts and images on images and PDFs so as to ensure adaptability for diverse students' submissions. Google Gemini is utilized to create responses that will give a fast and accurate answer to the queries of students. It further uses the Naive Bayes with a spam detection mechanism and Nearest Neighbors guiding most relevant questions for deep learning in this personalized recommendation system. In this regard, it guides students through their homework and helps them learn in such ways that are as beneficial as possible. There exists a Decision Tree-based guidance mechanism here. It then applies state-of-the-art image pre-processing techniques such as contrast enhancement and filtering for OCR. The system is also multi-threaded and processes PDFs and images directly instance by instance, even in the most resource- demanding environments. This homework assistant makes AI intuitive, efficient, easily accessible, and enables processing in real time, personalized recommendations, and structured support for betterment of the study experience of young learners overall.

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Published
2025-03-05
DOI
https://doi.org/10.1109/esci63694.2025.10988345
Primary Topic
AI in Service Interactions
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article
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article

EduMate: AI-Based Student Support Platform with OCR and Voice Assistance

A.P. Suryawanshi, Riddhi Mirajkar, S Chavan, Subash Giri et al.
AI in Service Interactions
article

EduMate: AI-Based Student Support Platform with OCR and Voice Assistance

A.P. Suryawanshi, Riddhi Mirajkar, S Chavan, Subash Giri, Sachin Gornar, Amey Kalsapnavar
article en

Abstract

Advanced AI technology has been used in a timely and accurate manner to allow the children to get homework assistance through a digital learning platform designed to overcome the challenges in classes 1 to 6. OCR technologies like Tesseract, Keras-OCR, and EasyOCR are used to extract texts from handwritten texts and images on images and PDFs so as to ensure adaptability for diverse students' submissions. Google Gemini is utilized to create responses that will give a fast and accurate answer to the queries of students. It further uses the Naive Bayes with a spam detection mechanism and Nearest Neighbors guiding most relevant questions for deep learning in this personalized recommendation system. In this regard, it guides students through their homework and helps them learn in such ways that are as beneficial as possible. There exists a Decision Tree-based guidance mechanism here. It then applies state-of-the-art image pre-processing techniques such as contrast enhancement and filtering for OCR. The system is also multi-threaded and processes PDFs and images directly instance by instance, even in the most resource- demanding environments. This homework assistant makes AI intuitive, efficient, easily accessible, and enables processing in real time, personalized recommendations, and structured support for betterment of the study experience of young learners overall.

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AI in Service Interactions
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EduMate: AI-Based Student Support Platform with OCR and Voice Assistance — A.P. Suryawanshi, Riddhi Mirajkar, et al. · (2025) | TGRS Research Map | TGRS