Hands-On Machine Learning for Algorithmic Trading

Mark-to-market performance

This strategy may perform well over the course of the backtest but lead to unacceptable losses or volatility over time.

The solution involves plotting performance over time or calculating (rolling) risk metrics, such as value at risk (VaR) or the Sortino Ratio (see appendix for details).