Cybersecurity data science (CSDS) is a relatively new discipline. It focuses on the application of insights and knowledge gleaned from data science study to defend computer systems from cybersecurity threats. Cybersecurity data science, where the data is being gathered from relevant cybersecurity sources, and the analytics complement the latest data-driven patterns for providing more effective security solutions. The concept of cybersecurity data science allows making the computing process more actionable and intelligent as compared to traditional ones in the domain of cybersecurity. So we are using CSDS to empower women. In Today’s era with the increase in literacy rate of women, the involvement of women is there in each and every field, one of such field is the “digitalized world”. Invention of “Digitalized World”, World Wide Web, mobile phones, tabs etc. changed women's standard of living. Although, these inventions came with huge benefits, they also have some negative effects on women's life, creating great threat known as Cyber Crime. Harassment of women is no longer restricted to the workplace, streets and public transportation but it has gradually expanded into cyber space. Cyber violence has exposed women to cyber defamation, sexual harassment and abuse, pornography and email-misrepresentation. This chapter performs analysis which is related to the women involvement in the use of internet and the problems which they are facing in day to day activities, with the focus over the cyber-crime. After analyzing cyber violence against women’s various frameworks are proposed how to empower women by providing them Cyber Security.