Cyber Protection & Awareness For Females in Bangladesh

Cybersecurity is the application of technologies to protect data from attack, damage, or unauthorized access, and is a major cyber threat for women due to the revolution in Information Technology. Women are facing a major cyber threat due to the revolution in Information Technology, which has caused them to lose their privacy. Alarmingly, young women and girls in Bangladesh have been victims of cybercrime. The privacy of young girls and women has been put at risk due to the accessibility of social media without knowledge of security measures. Bangladesh has fallen behind in raising youth awareness. The measurement of the present degree of cyber-security awareness is the main emphasis of this research. Moreover, the primary results are according to statistics. The authorities claim that 70% of women experience cyberbullying but do not report it. When the machine learning algorithms were applied to the cybersecurity dataset, the accuracy scores of the SVM, XGBoost, and Catboost methods were 93.6%, 93.7%, and 94.07%, respectively. Our CatBoost classifier produces the best outcome. The precision of CatBoost is 94.87%.