Digitalization, automation and Machine Learning have taken pivotal roles in data intensive fields, and Finance is no exception. In the era of the Exa-byte, financial operations like high frequency trading, risk monitoring and stock option processing benefit highly from rational decision making. This course aims to bridge the divide between academia and industry, by thoroughly introducing and implementing the complexity of Machine Learning applications to investments.