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Hyperparameter Optimization

nicholas-leonard edited this page Nov 12, 2014 · 27 revisions

This page is for those wishing to optimize the hyperparameters of the different example scripts in dp.

Deep Inception

Hyper-parameter optimization using the deepinception.lua script.

Svhn

base command :

th examples/deepinception.lua --batchSize 128 --accUpdate --progress --cuda

Command Epoch Train Accuracy Valid Accuracy Test Accuracy
--convChannelSize '{32}' --dropout --lecunlcn 64 0.8108 0.8649 0.8529
--convChannelSize '{32}' --lecunlcn 164 0.9999 0.8600 0.8473
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