Before revision:  To achieve this, we parametrize the leverage function by a family of feed forward neural networks and learn their parameters directly from the available market option prices.
After revision:  To achieve this, we parametrize the leverage function by a family of feed-forward neural networks and learn their parameters directly from the available market option prices.