Before revision:  To achieve this, the algorithm uses concepts from the field of reinforcement learning ( a subset of machine learning ) , which rewards sampling along important degrees of freedom and disregards others that do not facilitate exploration or exploitation.
After revision:  To achieve this, the algorithm uses concepts from the field of reinforcement learning , a subset of machine learning ) , which rewards sampling along important degrees of freedom and disregards others that do not facilitate exploration or exploitation.