Hate speech (online and offline) can refer to different issues like racial and religious insults, offensive illustrations of vulnerable minorities in posters or on the internet, criminality or danger and calls to unite against the members of a particular hated group3, while cyberbullying is a form of online bullying directed towards individuals. This chapter provides an introduction to identifying online-hate speech and cyberbullying and how to effectively classify them while maintaining the right to freedom of expression and equality.