In this project you will explore development of marked Hawkes process models for intra day high frequency finance. It will involve calibration of such models to Limit order book data for equities and futures contracts. This will involve exploring different aspects of estimation and simulation of these self exciting marked point process models. Once such models are developed, this will provide a means to simulate limit order book dynamics that can be used to test trading strategy designs and explore optimal execution in trade placement.