Way too many businesses reach for deep learning solutions when they shouldn’t.

There are several factors that make relatively simpler models more suitable than their deep learning counterparts: Why deep learning may not be the right solution for your business

• Costs – The problems most, especially small, businesses are facing do not really require very complex and sophisticated methods which only increase costs and time.
• Not enough good-quality data – in some cases data sets are not big enough for deep learning which usually demands huge sample sizes.
• Limited interpretability – It is important because of new insights into relationships between numerous variables and expected outcomes, it increases the trust and understandability.