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AAM models are built from a training set including different appearances.
The optimum σ for a GRNN built from a training data set is approximated using an initial guess.
A random forest classification model was built from a training set (50 observations in conditions of inflammation, 27 observations in non inflammatory conditions) obtained from the genome-wide gene expression analysis of DCs incubated with different stimuli.
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The design of existing estimators generally follows a same pipeline, i.e., an estimator is built from a given training dataset and then evaluated on a holdout testing set from the same dataset to display its effectiveness.
FreeSurfer performs such parcellations by registering images to a probabilistic brain atlas, built from a manually labeled training set, and then using this probabilistic atlas to assign a neuroanatomical label to each voxel in an MRI volume.
It is important to note that the predictions for septic surgical patients presented in here were validated prospectively on SMART models built from a mixed medical/ surgical/gynecologic sepsis training cohort.
Gance here develops the accelerating editing style that he would push further in "Napoléon": a train wreck is built from a shot 10 frames in length, followed by a shot of nine frames, working all the way down to a single, subliminal flash.
Medication type was assigned using a custom-built dictionary built from the training datasets using Wikipedia.
The sinkhole-extraction random forest was grown on a training dataset built from an area where LiDAR-derived depressions were manually classified through a visual inspection and field verification process.
A classifier was built from the training set, using these selected features.
For each included family, a model was built from the training set using the Rfam alignment, calibrated and used to search the pseudo-genome.
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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