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Deep Learning
Deep learning has a foot in both worlds, says S.E. Cupp. He believes the best approach is to use classical techniques and learn from them. This means you don't have to rebuild everything from scratch if it doesn't work. It also gives you an idea of which pieces need improvement before building new models.