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The arts have much to learn from the business sector, which has tackled this problem more directly, learning that a compromised workforce that lacks experience means lower economic returns.
The uncertainty is implicitly handled by directly learning the mapping between stimulus and response.
Such activities offer academic scientists great opportunities to apply their expertise to real-world challenges, impacting human health more directly, learning how business works, and even improving their financial situations.
We propose two implementations of the architecture which differ in their prediction technique as they deal with transitions either by directly learning them or by considering them as unknown activities.
The approach extracts the intrinsic manifold features from high-dimensional fault data by directly learning the data, and translates complex mode space into a low-dimensional feature space, in which pattern classification and fault diagnosis are carried out easily.
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In policy based RL on the other hand, the goal is to directly learn a policy.
The network must directly learn scale-invariant object detection from the training data.
LR-LiSR directly learns the mapping function between local support LR/HR patch pairs given an input LR patch.
Machine learning based clinical decision support systems can avoid the bottleneck of knowledge acquisition because knowledge is directly learned through the clinical data.
A belief learning approach seems more reasonable as the agents directly learn in space where they believe opposing agents are likely to occupy.
This results in a one-to-many mapping which is not a valid function, eliminating any regression technique which directly learns a non-linear function.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com