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This control algorithm permits sustained, uninterrupted use for hours and generalizes to more challenging tasks without retraining.
It matters, because it is hard to rebalance the economy or boost productivity without retraining and improving skills.
This paper focuses on designing incremental Slope-one recommenders able to address dynamic datasets, reflecting their variations instantly without retraining the whole model.
Since it is trained on data from L1-English speakers, the system can be used on English utterances spoken by speakers of any L1 without retraining.
We find that our method outperforms the baseline approaches in the experiments, and that it generalizes well on different word embeddings without retraining.
We further investigate the generalization of the trained model by transferring the learned features from one dataset (MSR-Action3D) to another dataset (UTKinect-Action3D) without retraining and obtain very promising classification accuracy.
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Such an approach enables a classifier to acquire knowledge during application phase, updating the model with new data, and without explicitly retraining itself [14, 30].
The number of markers needed for accurate genomic selection varies widely, depending on the genome length (cM), effective size of the breeding population (Ne), number of QTLs, heritability, number of generations without model retraining, and other factors [ 50- 52].
In the current study sensory discrimination training (tactile acuity training combined with graphaesthesia training) was used without a motor retraining component.
Therefore, an online classifier should have the ability to evolve by adding new knowledge along time without being retrained.
The simulation results have shown that RNN based CE can achieve comparable results with faster adaptation, even subject to severe environment changes without the need of retraining.
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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