[D] Why deep learning may not be the right solution for your business
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.