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Empirical results show that the proposed approach not only can select proper training subset and parameter, but also has better generalization performance and fewer processing time.
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A drone is a great eye in the sky, but if you want richer data than what its cameras show — for example, detailed 3D maps — you might be looking at a few hours of processing time.
Compared to commercial tableting or capsule manufacturing approaches, which incorporate processes such as milling, mixing, spray drying, wet granulation, pre-compression, compression, tableting/encapsulation, HME is a much more economical process with reduced production time, fewer processing steps, and is suitable for continuous operation (Abdel-Rahman et al. 2012; Batchelor et al. 2014).
The advantages of this method relative to preparation by extrusion are economic: a reduced processing time, fewer manufacturing steps, less equipment, less process validation and reduced labour costs.
I uploaded a test Power Point presentation in a few seconds, and after a few seconds more of processing time it was available for viewing.
And that will add at least a few days to the processing time.
Image filtering was rapid, adding only a few seconds to the processing time.
Our proposed character-based textual embeddings allow the replacement of both word-embeddings and recurrent neural networks for text understanding, saving processing time and requiring fewer learnable parameters.
Less processing time could result from including fewer variables on the questionnaire, administering fewer questionnaires per worker (i.e. only post-shift), or, possibly, from questionnaire designs resulting in easier data input.
We show that a few changes to the protocol improve processing time and throughput by an order of magnitude.
Given that the overhead of creating checkpoints is minimal (a few milliseconds compared with hours of processing time for a typical pipeline), carefully crafted checkpoint statements within the pipeline code can be useful to prevent losing processed data, mitigate damage and minimize the overhead when rerun, which can be critical for long running pipelines.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com