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We scored the GFP labelling based on location: i) 'whole' for GFP throughout the myofibers; ii) 'end' for GFP at myofiber ends/tips; iii) 'middle' (Mid) for central regions of myofibers where NMJs are located; and iv) 'RFP' for no GFP labelling (examples for RFP, End and Mid in Figure 7C,D).
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Most of the existing feature-based methods and graph-based methods require sufficiently large amount of labeled examples or a fully-labeled graph for training.
Usually a network needs labeled examples to learn effectively.
Machine-learning algorithms need large numbers of labeled examples to learn how to accurately filter data.
So like I said before, they have to be trained on millions of labeled examples.
In many machine learning settings, labeled examples are difficult to collect while unlabeled data are abundant.
Moreover, the number and especially the quality of the manually labeled examples challenge such strategies.
These learning strategies usually require a large set of labeled examples which can be expensive to obtain.
Cox also highlighted how the software requires thousands of labeled examples to recognize a new type of object.
After that, the system was taught to identify sarcasm using an existing data set of labeled examples.
Four volumes of student Master's theses for the Sibley College School of Marine Construction, labeled "Examples of work in design and special problems," 1900-1903.
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