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We used 50,000 vector examples to train the model.
There turned out to be just enough examples to train a neural network using this approach.
Bootstrapping approaches start with a small number of seed examples to train an initial model.
Across multiple startups, we've seen algorithms that automatically process documents needing only a few hundred examples to train to an acceptable degree of accuracy.
In the real world, many information retrieval tasks are difficult because of high data dimensionality and the lack of annotated examples to train a retrieval algorithm.
It is expensive to manually label a large amount of ADR related messages (positive examples) and non-ADR related messages (negative examples) to train classification systems.
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Spain has resisted calls to increase its force of nearly 800 troops in Afghanistan, and officials close to Mr. Zapatero indicate that he is inclined to provide civilian help, for example, to train the police.
The force has worked with bar and club owners, for example, to train staff to recognise situations where a woman may be vulnerable to sexual assault, and teach them to intervene safely.
For example, to train a neural network to identify pictures of apples or oranges, it needs to be fed images that are labeled as such.
The investment of training the SOM layer has the additional benefit that it can be reused in different supervised training sessions, for example, to train for various sets of classes, since the cluster structure of the manifold is the same regardless of how many classes are labeled.
Quickly, move eccentrically (against the force of the muscle) to one endpoint of the movement; for example, to train plyometric squats, fall into the low position.
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