Before revision: In this work we introduce QuantNet: an architecture that is capable of transferring knowledge over systematic trading strategiesin several financial markets.
After revision: Systematic financial trading strategies account for over 80\% of trade volume in equities and a large chunk of the foreign exchange market. In spite of the availability of data from multiple markets, current approaches in trading rely mainly on learning trading strategies per individual market. In this paper, we take a step towards developing fully end-to-end global trading strategies that leverage systematic trends to produce superior market-specific trading strategies. We introduce QuantNet: an architecture that is capable of transferring knowledge over systematic trading strategiesin several financial markets.