Tweeted By @fchollet

The key advantage of deep learning is its reliance on global optimization -- it learns a hierarchy of features jointly, which solves the fundamental problem of information loss. That's also one of its main weaknesses: it makes DL extremely inefficient due a lack of modularity.

— François Chollet (@fchollet) August 7, 2018