We show how one can learn an end-to-end strategy for cryptocurrency trading using deep reinforcement learning. Algorithmic trading strategies traditionally have two components: price prediction and the trading policy. The price prediction component takes historical price data p_0, p_1, ... as input and returns predictions y for prices, possibly for…