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The technique is simple to implement in Keras, using a custom callback. These callbacks can be built using the SnapshotCallbackBuilder class in snapshot.py. Other models can simply use this callback builder to other models to train them in a similar manner. To use snapshot ensemble in other models : See more Snapshot Ensemble is a method to obtain multiple neural network which can be ensembled at no additional training cost. This is achieved by letting a single neural network converge into … See more The paper uses several models such as ResNet-101, Wide Residual Network and DenseNet-40 and DenseNet-100. While DenseNets are the … See more Webclass SnapshotCallbackBuilder: def __init__ (self, nb_epochs, nb_snapshots, init_lr = 0.1): self. T = nb_epochs self. M = nb_snapshots self. alpha_zero = init_lr def get_callbacks … good offers for portal

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