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Second, a novel reinforcement sample learning scheme is proposed to train the CNN with fewer iterations of epochs and less training time.
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From now on, we compare three schemes: the proposed Q-learning scheme, no learning scheme (best bias value), and no learning scheme (fixed bias value).
These two schemes have advantages of their own: the reinforcement learning scheme offers more control on the stability of the sample path with varying error performance, and the modified RDS scheme based on short crawls is simple and has superior performance compared to the classical RDS.
The learning scheme uses the first-order gradient procedure.
The Learning Scheme Generator, shown in Fig. 1, is responsible for evaluating and selecting the different learning schemes.
Fig. 1 Learning Schemes Generator and Evaluator: This figure represents the learning scheme generator and evaluator component.
No learning scheme (best bias value) can always be better than no learning scheme (fixed bias value).
We describe the network architecture and the learning scheme.
Multi-task learning (MTL) of DNN is also a machine learning scheme to combine different tasks.
It is worth mentioning that the proposed learning scheme is fully unsupervised.
Compared with traditional learning frameworks such a learning scheme can operate at extremely much fast speed.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com