Faster Learning and Operations in Theater

Though the examples are military, the use of the same methods could be in many sensory rich, real time application of machine learning and operations.   IOT too.

Artificial intelligence helps Soldiers learn many times faster in combat
 -- New technology allows U.S. Soldiers to learn 13 times faster than conventional methods and Army researchers said this may help save lives.

At the U.S. Army Research Laboratory, scientists are improving the rate of learning even with limited resources. It's possible to help Soldiers decipher hints of information faster and more quickly deploy solutions, such as recognizing threats like a vehicle-borne improvised explosive device, or potential danger zones from aerial war zone images.

The researchers relied on low-cost, lightweight hardware and implemented collaborative filtering, a well-known machine learning technique on a state-of-the-art, low-power Field Programmable Gate Array platform to achieve a 13.3 times speedup of training compared to a state-of-the-art optimized multi-core system and 12.7 times speedup for optimized GPU systems. .... "