Early Detection of Attention Deficiency Using ML
Abstract
Working parents find it difficult to check upon their
children’s academic performance and monitor them frequently.AI-based study companion assistants can help reduce the workload of parents by providing an additional support system for their children’s learning. This can take some of the burden off of parents, who may otherwise have to spend time helping their children with their studies or coordinating with teachers and tutors. One promising application of AI is the development of study companion assistants that use machine learning techniques to help students improve their academic performance. These
assistants can provide personalized recommendations, feedback, and support based on a student’s learning style, strengths, and weaknesses. In this paper, we present a study companion assistant that uses ML techniques to help students stay organized, manage their time, and develop effective study strategies. The assistant is designed to adapt to a student’s needs and learning progress over
time, providing support and guidance as needed. We demonstrate the effectiveness of our approach through a series of experiments and user studies, showing that our AI-based study companion assistant can significantly improve student performance and satisfaction.
Keywords:
Covolutional Neural Network, OpenCV, Eye Aspect RatioPublished
Issue
Section
License
Copyright (c) 2023 International Journal on Emerging Research Areas

This work is licensed under a Creative Commons Attribution 4.0 International License.
All published work in this journal is licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0). This license permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
How to Cite
Similar Articles
- Arun Robin, Tijo Thomas Titus, Ms. Minu Cherian, Improved Handwritten Digit Recognition Using Deep Learning Technique , International Journal on Emerging Research Areas: Vol. 3 No. 2 (2023): IJERA
- Nikita Niteen , Simy Mary Kurian, Exploring Explainable AI, Security and Beyond : A Comprehensive Review , International Journal on Emerging Research Areas: Vol. 3 No. 2 (2023): IJERA
- Yamini C.K, Ajin krishna K U, Akhil Thilak, Amith Raj P R, Aromal A S, Alex joy, Jishnu Babu T, Jeswin jaison, VIDEO MOMENT RETRIEVAL SYSTEM , International Journal on Emerging Research Areas: Vol. 5 No. 1 (2025): IJERA
- NITHYA M V, ADIL SIYAD K.M, AFINSHA P.B, GAUTHAM T.S, ABHIJITH K.P, SALIH SUDHEER, ARJUN SANKAR R.S, C.S ADHITHYAN, JEWELLERY SHOPPING WITH FACIAL RECOGNITION , International Journal on Emerging Research Areas: Vol. 5 No. 1 (2025): IJERA
- Meenu Harikumar, Navya Sajeev, Sayoojya Saji, Sona Sunny, Prof Thushara Sukumar, COMPARATIVE SYSTEM OF PRIVACY PRESERVING IMAGE BASED ENCRYPTION , International Journal on Emerging Research Areas: Vol. 3 No. 1 (2023): IJERA
- Amal P Varghese , Juby Mathew, Advancements in Vehicular Communication Systems: Integrating IoT, Edge Cloud Computing, Microgrid Energy Management, Blockchain, AI, and Simulation Tools , International Journal on Emerging Research Areas: Vol. 3 No. 2 (2023): IJERA
- Maria Sajeeve, Karthik Vinod, Kausalya Sumesh, Joby Jose, Minu Cherian, KALO:AI-Powered Precision in Nutrition Tracking , International Journal on Emerging Research Areas: Vol. 5 No. 1 (2025): IJERA
- Nebin Mathew John, Vivek Manojkumar Nair, Sam Stephen Thomas, Blockchain Enhanced Web Application for Anonymous Drug Abuse Reporting and Recovery in the Indian Context , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Raihana Rasaldeen, Stefi Marshal Fernandez, Irin Rose Jaison, Ria Mariam , A Comparative Study of AI Models and AI-Based Approaches for Evaluating Subjective Answers in Exams , International Journal on Emerging Research Areas: Vol. 5 No. 1 (2025): IJERA
- Meenu Harikumar, Navya Sajeev, Sayoojya Saji, Sona Sunny, Prof.Thushara Sukumar, COMPARATIVE SYSTEM OF PRIVACY PRESERVING IMAGE BASED ENCRYPTION , International Journal on Emerging Research Areas: Vol. 3 No. 1 (2023): IJERA
You may also start an advanced similarity search for this article.
