Deep Learning AI Needs Tools To Adapt To Changes In The Data Environment No market is stagnant while remaining relevant. How and when to update DL systems, as they are used in more and more places, is important. The ability to analyze the data sets is critical, both for initial feature engineering and as an ongoing process to keep the systems relevant and accurate.