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In this study, DOECCRD full factorial design was incorporated into the ANN methodology, so the need of a large quantity of training data was avoided.
Mutuality was established between the quantity of training data and the accuracy of answers to the two questions of interest, and was experimentally validated by identifying the position of actual damage in carbon fibre-reinforced composite laminates.
That includes paying close attention to quality and quantity of training and educating Afghan security forces, supplying them with modern weapons and vehicles, and rehabilitating the Afghan air force, he said.
Along with that, Data Augmentation (DA), which is a common strategy adopted to increase the quantity of training data, has been shown to be effective for neural network training to make invariant predictions.
To further reduce overfitting and improve the performance with a small quantity of training samples, we firstly increase the training dataset by horizontal reflection and then learn MLeNet via combining both pre-training and fine-tuning.
But in many realistic circumstances, using a massive quantity of training samples to achieve more sophisticated analysis is hard to be fulfilled always, such as human action recognition in videos, and the resulting problem of data deficiency, especially for the labeled data, would critically limit the deeper model structure as a promising solution due to its high risk of overfitting.
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The quantity of trains is driven by the number of flights from Newcastle Airport [12], as shown in Table 7.
Public transit generally did least well in the outer city and inner suburbs, perhaps in part as a result of the decline in the quantity of train service in the early 1980s.
As a voice conversion model, RBF network needs quantities of training data to improve its performance.
However, off-the-shelf computer games, featuring hours of photorealistic imagery, could provide an easier way to gather large quantities of training data.
Thanks to new techniques and large quantities of training data, speech recognition has improved greatly over that time, and Nuance supplies the technology to companies across numerous industries.
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