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Further, Gemini can speed up prior art’s embedding generation time by 3 to 4 orders of magnitude and reduce the required training time from more than 1 week down to 30 minutes to 10 hours.
As can be seen in Table 3, the rate of increase of the identification accuracy beyond 3 min is very small; this analysis is useful for setting the threshold on the required training time.
Table 7 shows the recognition rates obtained using the three classifiers described above for different percentages of the initial dataset reduced using PCA and CA-FR as described in the experimental setup, while Table 8 shows the required training time.
This comparison examined through computer simulation for 64 carriers and 16-QAM OFDM system, with a Saleh's TWT amplifier, is based on some quality measure (mean square error), the required training time to reach a particular quality level, and computation complexity.
The interventions carried out by nursing professionals are effective, but they are excessively expensive in terms of number of sessions (at least 12) and in the required training time (80 hours) [ 8].
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The gains are two-fold: the classification accuracy increases and, at the same time, smaller networks can be used, reducing the required training and testing time.
The use of Doppler-measured ankle-brachial pressure index (Dop-ABI) for PAD diagnosis is limited because of time, required training, and costs.
Spreading legal information within a large and geographically distributed organization has in pre-digital times required training programs, supervision, spot checks or quality control monitoring, and massive manuals.
Active learning required longer training time but was offset by reduced test time.
For the purposes of the analyses, we treated ARCP outcome as an ordinal (ordered categorical) variable and coded it as follows: 1=satisfactory progression; 2=insufficient evidence presented; 3=targeted training required (but training time not extended); 4=extended training time required/left programme.
The best performance was achieved with λ = 10−, which required a training time of 48.8 min and resulted in a micro-averaged F-measure of 0.782.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com