[mellavora]

> how is it different from statistical forecasting

In statistical learning/forecasting, the researcher typically specifies the statistical model.

In machine learning, the statistical model is approximated by the algorithm.

Since a ML model needs to learn both the model form and the model parameters, it takes more data and also it does not allow for understanding (since it does not output the form of the model it learned).