Browsing Thesis & Report, MSc (Computer Science and Engineering) by Subject "Machine learning"
Now showing items 1-19 of 19
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An android application to predict human activity using a deep learning LSTM model
(Brac University, 2023)The machine learning approach to estimate human activity using smartphone sensor data is challenging. In this project, the HAR approach is conducted based on the LSTM model and can recognize six different behaviors, i.e., ... -
Classification of Bangla regional languages and recognition of artificial Bangla speech using deep learning
(Brac University, 2022-03)Since 1970, researchers have been attempting to recognize and comprehend spontaneous speech. For an automatic voice recognition system, many techniques were employed. People always choose English for voice recognition ... -
A deep dive into node-level analysis with fusion RNN model for smart LTE network monitoring
(Brac University, 2023-09)Predicting and understanding traffic patterns have become important objectives for maintaining the Quality of Service (QoS) standard in network management. This change stems from analyzing the data usage on cellular ... -
A deep learning approach for pneumonia classification from chest X-Ray images with ensemble modelling and explainable AI
(Brac University, 2021-06-08)Pneumonia is one of those frightening diseases that has a high mortality rate among children and the elderly, with an estimated 2 million fatalities per year. Pneumonia affects the poorest people in Africa and Asia the most, ... -
Efficient network traffic management and intelligent decision-making through machine learning and DNS log analysis
(Brac University, 2023-08)This research presents a comprehensive approach to network traffic management and analysis by leveraging DNS log analysis, machine learning techniques, and Software-Defined Networking (SDN) integration. In an office ... -
Empowering mobile network planning through deep learning: a path to democratization
(Brac University, 2023-09)In the realm of cellular network internet data traffic assessment, the imperative task of forecasting and comprehending traffic patterns assumes pivotal significance for the effective management of network-designed Quality ... -
Explainable artificial intelligence and model calibration for water quality prediction
(BRAC University, 2022-08)Water is a key necessity for survival and sustenance of all living creatures. In the past years, the quality of water has been adversely affected by pollutants and other harmful wastes. This increased water pollution ... -
Flood prediction using ensemble machine learning models
(2023-07)Frequent and devastating floods in India pose a significant threat to people and property. Accurate and real-time forecasting of floods is essential to mitigate their impact. This thesis focuses on evaluating di↵erent ... -
Full stack development of UBERA system
(BRAC University, 2023-05)The system named ‘UBERA’ is a web application which is undertaken as a system which has the ability to assess buildings and produce an output result if they are vulnerable to earthquake or not. It is an automatic decision ... -
Heart attack prediction using machine learning and XAI
(Brac University, 2022-09)Predictive analytics has received a lot of attention in recent years due to advances in supporting technology, particularly in the areas of big data and machine learning. In recent years, the uses of disease prediction ... -
Human activity recognition and authentication system
(Brac University, 2023-05)Automated surveillance motion detection and video data analysis are now crucial jobs for many industries. Understanding human behavior from security video data is crucial, especially in places like banks, hospitals, ... -
LRFS: online shoppers’ behavior based efficient customer segmentation model
(Brac University, 2023-02)The popularity of online shopping has grown significantly across the globe in recent years. This research proposes a customer segmentation model LRFS, an extended version of LRF model, built specifically for online ... -
Machine learning based stream selection of secondary school students in Bangladesh
(BRAC University, 2023-05)A strong civilization is built on a strong foundation, and education plays a vital role in acquiring the necessary information and skills for success in life. This thesis focuses on the education system in Bangladesh, ... -
ML based performance assurance and VoC management of highly convergence mobile operator network.
(Brac University, 2023-10)The convergence of technology in mobile operator networks has ushered in a new era of interconnectedness and communication efficiency. As these networks become increasingly complex, ensuring their optimal performance and ... -
Predicting the length of stay in a hospital for a particular disease using machine learning algorithms
(Brac University, 2021-10)Every single day a large number of patients go to the hospital. But the fact is, facilities available in hospitals are not su cient in comparison with the number of patients. The idea of this paper is to o er a prediction ... -
Quantum lattice learning and explainable artificial intelligence for maternal and child healthcare
(Brac University, 2022-02)The current approach to maternal and child healthcare is extremely patient-centred, it requires costly, risky surveillance and testing before diagnosis besides treatment accompanied with uncertainty despite the essential ... -
ROBB: recurrent proximal policy optimization reinforcement learning for optimal block formation in bitcoin blockchain network
(Brac University, 2023-07)Blockchain is a ground-breaking technology that has changed how we manage and store protected data. It is a decentralized ledger that enables safe, open, and unchangeable record-keeping. It relies on a distributed network ... -
Sentiment analysis on Bangladesh airlines review data using machine learning
(Brac University, 2022-02)A common means of transportation in our everyday lives is air travel. As a result, it's no surprise that more and more customers are posting their airline reviews online. However, in the age of machine learning, it would ... -
A sustainable Bitcoin architecture
(Brac University, 2022-04)Cryptocurrencies are the new form of trade that has revolutionized how we look into our financial institutions. Bitcoin dominates the industry with the highest market share among the hundreds of other cryptocurrencies. ...