Sentence examples for strong learners from inspiring English sources

Then, another issue to ponder is how to boost the weak learners to be strong learners.

Cianci, back in the school where he'd felt like an outcast as a child because of his Italian heritage, was a student cramming for a test, passing but not excelling, too often reciting canned talking points prepared by his staff: "Strong pre-K programming is a solid investment... for kids so they can be strong learners in the future, the earlier, the better," he intoned, joylessly.

The use of this strategy, called random subspace, has proved to be effective for ensemble learning to combine weak learners in order to obtain strong learners [ 43, 44].

In this way, a strong learner-task relationship, along with attributed relevance, may lead to a tacit acquisition of skills.

The red curve represents the assembled strong learner model; which could be seen as a better approximation to the data.

The core principle is that a cluster of weak learners1 could come together to procedure a strong learner.

The fitted values from each pass through the data are used to update earlier fitted values so that the weak learner is "boosted" to become a strong learner.

The idea of ensemble methods is illustrated in Fig. 2 whereby each classifier individually is a weak learner, however, when taken together the classifiers represent a strong learner.

It is also evident from the figure that the strong learner with collapsed around the th boosting step, as expected in boosting [27].

Most of these ensemble methods are based on the philosophy that multiple weak learners can be leveraged to obtain one strong learner which is better than the individual weak ones.

These feature vectors are then fed into an LDA-style booster, where several regularized and weakened LDA learners work together to produce a strong learner through a novel feature weighting and sampling process.