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Leaked manuals show exactly how Facebook's 4,500 content moderators are trained to manually filter out extreme racism, misogyny, violence, pornography and other content deemed too disturbing for wider human consumption.
A two-pass system can be applied: (1) a DNN is trained using manually transcribed MP-FR data and (2) used to generate posterior probabilities for each frame of the foreign un-transcribed data.
The classifiers were trained on manually segmented data and were based on simple Haar-like features.
For this study, the fissure detection method was trained using manually segmented fissures in the 20 CT studies set aside for development.
The features are trained on manually curated nucleolar datasets (listed in Additional File 1) and a randomly generated non-nucleolar dataset.
Note that since CHASM was trained with manually curated driver mutations from COSMIC we could not use COSMIC datasets to assess CHASM; moreover, the datasets used were modified to eliminate the mutations that appear within the training set of CHASM.
The algorithms are trained on existing manually labeled data to detect and locate linguistically relevant acoustic properties with high accuracy.
The specific automated system will then be trained using these manually classified articles.
Instead of using complex heuristics to define each layer, simple features are defined and machine learning classifiers are trained based on manually labeled examples.
The pattern classification was trained based on manually identified examples of fissure and non-fissure voxels, as described in van Rikxoort et al. [ 9].
After filtering out articles not containing age- and drug- related words based on a dictionary, the NB classifier was trained and validated on manually checked publication abstracts.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com