Browsing by Author "Islam, Fokhrul"

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    Malignant Comment Classification Using Machine Learning Model
    (Daffodil International University, 23-01-29) Islam, Fokhrul; Ray, Chanchal
    Online comments that are visible in public spaces typically contain a big percentage of constructive comments, but a sizeable percentage also contain toxic comments. Online datasets are collected and cleaned of noise. As a result of the large number of errors in the comments, which greatly increases the number of features, before feeding the dataset to the classification models utilizing the term frequency-inverse document frequency (TF-IDF) approach, the machine learning model must first turn it into transformed raw comments for training.Six different machine learning techniques use for classify the dataset.The logistic regression algorithm is used to train the processed dataset. Decision tree classifiers use for visualize data.Random forest classification ,XGB Boost,AdaBoost Classifier,and KNN this model gives best accuracy.Then using confusion metrics for their prediction.We have applied six different machine learning techniques, such as logistic regression, decision trees, random forest classification, XGB Boost, AdaBoost Classifier, and KNN, to our dataset and got the accuracy of 0.95, 0.99, 0.99, 0.96, 0.95, and 0.92, respectively. Random forest classification and decision tree classifiers got an accuracy of 0.99, which was the highest among all classifiers.
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    Smart Car Parking System Using LCD Display
    (Daffodil International University, 2021-05-31) Rasheduzzaman, Md.; Roy, Sajeeb; Islam, Fokhrul
    This project titled “SMART CAR PARKING SYSTEM USING LCD DISPLAY” which is built for the solution of the problems these happened for vehicle parking at our country. This project is mainly focused to these parking spaces which are not use for park because of maintain problems or the vehicle owners do not have information of them. Also, this system can ensure the safety of the vehicles. This project aims at achieving the clear parking solution, no rent problems between the vehicle owners and the parking lot owners, traffic problems these are happened for wrong parking and the problem these happened for parking the vehicles at no parking areas. This system is more useful in our country at the shopping mall areas, cinema hall areas, auditorium areas etc. People can make themselves a parking system like these for their home very easily.
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    Software Development at Bugsbd Ltd.
    (Daffodil International University, 2022-01-15) Islam, Fokhrul
    I select Bugsbd [1] for the cause that I see this opportunity as a way to make a contribution to a quick-transferring company and I enjoy I can do my first-rate with the skills and ability I have. This company is internationally recognized for the technical products it develops, and as a software program application developer, this feature has piqued my interest because of my coding background and the development of new products features. I have usually been pleased by the extent of innovation and development of this company. I specifically recognize their determination to the software application industry, which includes providing free demos to clients so we can learn how to make use of a product successfully. I noticed that Bugsbd [1] built numerous highly-secured software programs. I might want to be a part of this forward-thinking team and make a contribution to my skills to continue the floorbreaking work you're doing here. finally, I am here as a developer for this company.