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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.
The study's findings suggest the move to a social work degree programme has resulted in less training time for newly qualified social workers in alcohol and other drugs.
The experimental results have shown that TraFNRRWN obtained better prediction performance with less training time because it did not require time-consuming weight learning and parameter tuning.
"While the programs are relatively small, many controllers are competitive with state-of-the-art methods for the Atari benchmark set and require less training time," say Wilson and co.
Finally, the experimental results show that our proposed MMNN system has more powerful generalization capability than the classifiers of single 3-layered perceptron and modular neural networks adopting other task decomposition techniques, and has a less training time consumption.
For such reconstruction-based classification problems, we will confirm that our proposed method results in better or comparable performance as state-of-the-art SRC methods do, while less training time for dictionary learning can be achieved.
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After thirteen weeks, the Army found that two test battalions had experienced forty per cent less respiratory illness than the control group, forty-eight per cent less gastrointestinal illness, and forty-four per cent less lost training time.
Height and weight measurements require less training, are time efficient, and require only an accurate scale and stadiometer which are widely available in most clinical settings and easily transported to field settings.
Moreover, it takes less online training time compared with the traditional neural network based fault diagnosis schemes.
With the advantages of good reproducibility, low variability, less operator training, time saving of ABVS, and the strength of simpler scoring system and operation procedure of UE, and combining these two methods would be favorable to improve diagnostic accuracy and specificity.
Compared with the Dutch therapists, the therapists in Germany had less experience with COTiD before their study involvement (NL: 240 h vs GER: 0 h), less seminar and training time in the study preparation phase (80 h vs 40 h) and fewer COTiD patients per therapist during the treatment period (34 vs 5).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com