The Faculty of Computer Science and Information Technology discussed a master’s thesis tagged, Sentiment Analysis of Hate Speech on Social Networks Using Machine Learning, for student Ismail Namiq Othman and under the supervision of teacher Dr. Idris Mohamed Hussein. The study included, analysis of feelings and opinions on topics of importance in society and the implementation of machine learning algorithms In this regard, in order to know the accuracy of the work and the real prediction with the outputs. The study concluded the possibility of analyzing and studying the direct impact of the quality of speeches on society through the application of the proposed algorithms and prediction of results and outputs.