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We add 1 to the gradient matrices at each point corresponding to a correct token/tag assignment or a tag/tag transition in the training tag sequence y.
AHI: African Health Initiative; CHeSS : Country health systems surveillance; DDCF: Doris Duke Charitable Foundation; DHS: Demographic and health survey; MICS: Multiple indicator cluster survey; MoH: Ministry of Health PHIT Population Health Implementationon and Training; TAG: Technical advisory group.
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Susan Tencer Rubino, who as a 16-year-old served as a lookout while her boyfriend, Crachee, and Blade illegally spray-painted in the Bronx, came clutching a photo Blade sent her of a No. 5 train tagged with her name.
Burners on trains, tags on the streets, chrome and black dubs, throw-ups on trackside walls and building rooftops.
There were burners on trains, tags on the streets, chrome and black dubs, and throw-ups on trackside walls and building rooftops.
Training data tagged as positive (1) Open image in new window ⋯ tingdao__shi__juede__hen__huoda heard__SHI__feel__very__angry When heard (the news), (I) feel very angry… .
They are also trained to "tag" the enemy swimmer with a marker so that Navy personnel can apprehend him.
Following training 92 tags were differentially expressed of which 74 were annotated.
Compared to other popular machine learning methods, such as support vector machines (SVM), training and tagging of CRF is relatively efficient with very high dimensional feature sets.
The tiny differences in TP and FP for CRF++ with HMM-style features may simply due to numerical errors in both training and tagging.
Given the experimental results reported here and in the literature, we are confident that given more training examples, tagging gene and gene production mentions can be done reliably and the result can be applied to the task of tagging other biological name entities.
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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