Browsing by Author "Hasan, Mustahid"
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Item An LSTM-Based Word Prediction in Bengali(Springer, 2022-11-14) Hasan, Mustahid; Sakib, Nazmus; Hridoy, Rashidul Hasan; Ananto, Nazmul Hossain; Akhter, Sonia; Habib, Md. Tarek"In this paper, Bengali text information has been utilized for predicting the next word contingent based on the previous one. To do that, one should consider two key aspects such as the natural language processing (NLP) stage and the word predicting stage. When both work together, the system gets a new predicted word that is relevant to the previous word. For achieving such correct predicted words, long short-term memory (LSTM) has been used which is best known for its memory management. LSTM embeds the input words and fits them into the model, then after successful training of the model, it can predict the next word from a given sentence. The user can also initialize the number of predicted words. This paper gives an overview of word prediction for the Bengali language based on LSTM and describes the database integration and proposed approach obtained 97.60% accuracy."Item EduAssist: An Interactive Way of Learning Submitted(Daffodil International University, 22-09-13) Hasan, MustahidIn Bangladesh students are getting introduced to online education day by day. The digitalization of society is causing a massive impact in our education sector. When covid strock our country our education system was about to collapse. But due to having proper connectivity all over the country, the online education system saved our day. with the help of online platforms we could continue our education system with less interruption. As a result our day to day education did not get shut down during this pandemic period. But after that pandemic period, the effect of online education remains in our system which is definitely good for the students as well as teachers. But there was a problem in that system which was proper evaluation through online examinations. Alos the teachers used to face great difficulty to create multiple questions for each student manually. This was a great challenge for the teachers to prevent the students from cheating during online examinations. Students used to search the results from the internet and write it down in their answer script. Which is harmful for them and other students as well. That's why I developed a system named Edu Assist. It's an interactive way of learning and evaluating. This system has several features such as an automated online education platform by using the Natural Language Processing Algorithm(NLP). Here the work pressure of the teachers will decrease by Automatic Assignment generator, Automatic Test generator with Automatic result publication. Also, The students will get proper support from a chatbot whenever they want. Last but not least the parents will get a platform to track the progress of their Son/Daughter from anywhere. This system uses Artificial intelligence to create questions for online examinations and evaluate them. So that the teachers can save their time. Also it has a cheating controlling system that minimizes the probability of cheating during online examinations.
