Sentence examples for shallower network from inspiring English sources

However, after the training is finished and the difference between training and testing accuracy margin becomes greater than 99 to 78.08% for the spatial stream and 90 to 74.89% for the motion stream, a shallower network (the classifier network) overfits the testing data, as shown in Table 6.

These experiments show that VGG-16 gives the closest-to-optimum solution compared with the deeper network of ResNet-50 and shallower networks.

In previous works, these emissions were modeled using a shallow network architecture obtained by trial and error.

In general, the highway network with more than 10 hidden layers, either multi- or single-stream, performs better on the experimental corpus than does a shallow network.

Experiments on the Blizzard Challenge 2011 corpus show that the accuracy of the generated spectral features consistently improves as the depth of the network increases from 2 to 40, but the F0 trajectory can be generated equally well by either a deep or a shallow network.

As the Hariri family struggles financially, its shallow networks are vulnerable and likely to atrophy.

H. Mhaskar and Poggio, T., "Deep vs. shallow networks : An approximation theory perspective".

Mhaskar, H. N. & Poggio, T. Deep vs. shallow networks: An approximation theory perspective.

Mhaskar, H. & Poggio, T. Deep vs. shallow networks : An approximation theory perspective.

While the universal approximation property holds both for hierarchical and shallow networks, deep networks can approximate the class of compositional functions as well as shallow networks but with exponentially lower number of training parameters and sample complexity.

In particular, we prove that deep ReLU networks more efficiently approximate smooth functions than shallow networks.