Web Based Framework for Automated Prognosis of Specific Learning Disabilities in Children Using Machine Learning Model.
Sailaja Mulakaluri, G S Girisha · 2021
Specific Learning disorder is a medical disorder that includes difficulties in reading, spellings, following instructions , understanding, comprehending, writing. 10% of school going children have difficulties in learning varying from negligible to significant. Students with SLD suffer Less self-esteem . Diagnosing their difficulties and assisting them has become a tedious job. This article outlines web based framework to diagnose SLD using machine learning .To easy the process and make the diagnosis automated a web based frame work is proposed.”mylab” app designed to check their learning ability .This Web app is designed based on GLAD “Grade level assessment Device” which is an assessment tool to acess the students learning difficulties. “MyLab” is used to determine the learning difficulties in language processing-Dyslexia , arithmetic -dyscalculia and dysgraphia writing difficulties . The app collects the data as voice clipping,images, quiz score and based on glad scoring data set are generated and using CNN and ML algorithms like SVM,KNN and classifies students as negligible , mild or significant SLD.