Depends on the task. NLP? Audio? Video? DL is probably best. Classification, regression etc.? Don't bother (in my experience). You can still utilize deep learni

Depends on the task. NLP? Audio? Video? DL is probably best. Classification, regression etc.? Don't bother (in my experience). You can still utilize deep learning-esque tools like embeddings (which aren't deep learning at all) and put an SVM on top.