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@@ -136,7 +136,7 @@ For example, a real-time robotics application may require model updates within m
Accuracy, generalization, and speed challenges pose hurdles to adopting on-device learning for real-world production systems, especially when reliability and low latency are critical.
## Ondevice Adaptation
## On-device Adaptation
In an ML task, resource consumption [mainly](http://arxiv.org/abs/1911.00623) comes from three sources: