Browsing by Author "Asaduzzaman, MD."

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Bangla News Classification and Text Summarization Based on Multi-Type Text
(Daffodil International University, 23-02-18) Asaduzzaman, MD.; Rasel, MD.; Saddi, Nazam Been
Text Summarization is a strategy of summarizing any passage, document or text automatically. Summarized text is nothing but the minimized form of the given text. There are many techniques available for the English text summarization but for Bangla there are few works exits. Our main purpose of this project is to generate an understandable and meaningful summary which is fluent and easy for the people. Because language is the main obstacle for communication. Text summarization can help reduce the time it takes to read and understand long texts by providing a condensed version of the content. Summarizing text can help clarify the main points and improve overall comprehension of the material. We have collected data from kaggle, a web platform and newspaper. To get an outline we've got to use our model. Our model is Sequence-to-Sequence supported bi-directional RNN with LSTM. Throughout this project we've got some problems like preprocessing, vocabulary count, missing words count, word embedding and so on. During this project, our main goal is to deduce the operating loss and build a fluent outline and build a higher method for Bangla text summarization. We tend to area units able to cut back the loss worth below 0.031. Our model accouracy is 97.69%. Our model is ready to make theoretical text summarization.
Bangla News Classification and Text Summarization Based on Multi-Type Text
(Daffodil International University, 23-02-12) Asaduzzaman, MD.; Rasel, MD.; Saddi, Nazam Been
Text Summarization is a strategy of summarizing any passage, document or text automatically. Summarized text is nothing but the minimized form of the given text. There are many techniques available for the English text summarization but for Bangla there are few works exits. Our main purpose of this project is to generate an understandable and meaningful summary which is fluent and easy for the people. Because language is the main obstacle for communication. Text summarization can help reduce the time it takes to read and understand long texts by providing a condensed version of the content. Summarizing text can help clarify the main points and improve overall comprehension of the material. We have collected data from kaggle, a web platform and newspaper. To get an outline we've got to use our model. Our model is Sequence-to-Sequence supported bi-directional RNN with LSTM. Throughout this project we've got some problems like preprocessing, vocabulary count, missing words count, word embedding and so on. During this project, our main goal is to deduce the operating loss and build a fluent outline and build a higher method for Bangla text summarization. We tend to area units able to cut back the loss worth below 0.031. Our model accuracy is 97.69%. Our model is ready to make theoretical text summarization.
INCOME GENERATION AND CONTRIBUTION OF LIVESTOCK FOR VULNERABILITY REDUCTION THROUGH US-CLP AT ISLAMPUR, JAMALPUR
(Chattogram Veterinary & Animal Sciences University, Khulshi-Chattogram, 2009-04) Asaduzzaman, MD.
This study was conducted to evaluate the contribution of livestock to the poor and vulnerable women, men & children living within the riverine areas of five districts of the northern Jamuna by Chars Livelihoods Programme (CLP). The data was collected from different chars of Islampur upazilla in Jamalpur district. In this study it was found that the average income/animal(catle)/month was 1531 Tk. and av. Income/animal(sheep)/month was 413 Tk. In phase II av. Income/animal(cattle)/month was 1895 Tk. and av. Income /animal (sheep)/month was 616 Tk. In phase III av. Income/animal(cattle)/month was 1695 Tk. and av. income/animal(sheep)/month was 277 Tk. From this study I found that if the CLP beneficiaries and other rural peoples get more financial technological support from Government and other nongovernment organization like CLP they can become self depended within short time. Thus, they can contribute to GDP. If the financial support provided in early time about 5-10 years ago then the present time their financial background become strong and self depended. ATP animals strongly prove that vaccination and disease are interdependent which is shown by pearson 2 (2 x 2) contingency table. So, this types of NGO’s helps necessary in our country which brings glorious golden future in remote river sided peoples of Bangladesh. Therefore, Poverty alleviation is possible by Chars Livelihoods Programme (CLP).