Browsing by Author "Sorna, Jannatul Ferdous"

Filter results by typing the first few letters
Now showing 1 - 2 of 2
  • Thumbnail Image
    Item
    A Predictive Analysis of Chronic Kidney Disease by Exploring Important Features
    (Daffodil International University, 2022-01-09) Rahman, Mafizur; Islam, Linta; Rana, Masud; Tazim, Malika Zannat; Sorna, Jannatul Ferdous; Alvi, Syada Tasmia
    Chronic Kidney Disease is an incurable disease which causes damages to the functions of a kidney gradually. Only proper treatment can prevent the disease from getting worse. Because of proper knowledge about kidney disorders, people had to suffer from this deadly disease. Thus, in this paper, we analyzed certain key features and noticed several interesting relationships with the disease by considering the actual perception of people. We also predict kidney disease by employing various machine learning algorithms including Logistic Regression, Naive Bayes, SVM and KNN. By applying PCA, we observe that there is an improvement in the accuracy for predicting the disease. SVM outperforms other algorithms with 98% accuracy in predicting chronic kidney disease. In future, we will try to find some significant hypothesis that helps us to prevent the disease better.
  • Thumbnail Image
    Item
    A Social Platform for Readers
    (Daffodil International University, 2021-06-03) Sorna, Jannatul Ferdous
    This venture proposes and presents a hypothetical system of social media stages, it discusses current problems within the book selling systems and proposes solutions for readers and writers. The aim of this project is to develop a social media platform for book sellers, readers and writers where customers can communicate with sellers and get updated with new information about books and magazines. Writers also will be able to get in touch with the current issues and get reviews of their works. This venture examined the apparatus and innovation utilized in creating the proposed framework ( the framework consolidates a confrontation by utilizing HTML, CSS, JavaScript, Bootstrap-4 to show the substance structure and a back conclusion of database utilizing XAMPP and PHP). One online book offering frameworks were compared to spot their likenesses and contrasts. Assortment of improvement techniques were examined and why one among the techniques was chosen for this extent. Strategies acclimated to gathering the desired determinations were too talked about and they way the analyst and engineers will utilize this as a rule in creating the proposed framework. Bound together Modeling Dialect Graphs were made depicting each framework. Exhibits of different web pages accessible on the net location were talked about and after that an assessment was conducted utilizing two strategies to gage the net location.