Although machine learning tools are commonly used in numerous applications, the big boom of advanced analytics in cybersecurity is yet to come. This session will cover the current paradigm for utilizing machine learning algorithms to solve cybersecurity problems, present some of the promises and challenges, compare different approaches and demonstrate concrete use cases over real data.