For intraday trading, we develop a novel deep limit order book (LOB) trading system that takes advantage of tick-time intervals with deep learning and GPU techniques to generate trading signals, optimize the use of signals and execute orders to gain profits under real trading circumstances. For interday trading, we build numerous factors, propose deep-learning models to predict trading signals and construct portfolios to achieve outstanding performance.