When is deep learning overkill?

The article discusses situations where deep learning may not be the best solution for businesses, such as in pharmaceutical companies implementing Next Best Action algorithms, financial technology companies looking for a one-size-fits-all NLP solution, and recommender systems. It emphasizes the importance of considering the data available and starting with classical methods before exploring deep learning models.