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As LeCun put it in his Google+ post, "Whenever a startup claims '90% accuracy' on some random task, do not consider this newsworthy.
Experimental results show our method can get 15% latency reduction and 10% improvements for random task graphs and MPEG-2 decoder, respectively.
This experiment was designed to assess the combined influence of practice schedule (blocked or random), task similarity (similar or dissimilar), and amount of practice on motor learning.
Their simulation results demonstrated that MESF could save 70%% energy consumption compared to random task scheduling scheme.
If the selected random number is less than or equal to ε, the system chooses a uniformly random task (exploration); otherwise, it chooses the best task using Q values (exploitation).
It's nice to get to work and be ready for the day, not thrown by whatever task Jeff might hand me that disrupts what I had scheduled--to be able to accomplish most of my goals for the day and that random task.
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Max Hawkins spoke of his adventures and misadventures with using an algorithm to randomize his life -- for two years the algorithm instructed him on random tasks to complete (with extremes like "kill a deer" prompting him to learn about hunting), where to live for a month at a time, and random Facebook events that led him to far away places and prompted unlikely friendships.
The energy savings achieved by the MESF scheduling scheme is over 70 times that of the random task-scheduling scheme.
Figure 9 shows the histogram of the total (cumulative) task response time for the MESF and random task-scheduling schemes.
The Simulation results section presents our simulation results of energy consumption and task response time for the proposed MESF and random task-scheduling schemes.
Figure 8 Histogram of the total server energy consumption for the MESF and random task-scheduling schemes of a data center.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com