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mnist: model names as they appear in the paper
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mdeff committed Oct 28, 2016
1 parent 27fa810 commit 7afccc4
Showing 1 changed file with 4 additions and 4 deletions.
8 changes: 4 additions & 4 deletions nips2016/mnist.ipynb
Original file line number Diff line number Diff line change
Expand Up @@ -286,7 286,7 @@
"# Common hyper-parameters for LeNet5-like networks.\n",
"common['regularization'] = 5e-4\n",
"common['dropout'] = 0.5\n",
"common['learning_rate'] = 0.02\n",
"common['learning_rate'] = 0.02 # 0.03 in the paper but sgconv_sgconv_fc_softmax has difficulty to converge\n",
"common['decay_rate'] = 0.95\n",
"common['momentum'] = 0.9\n",
"common['F'] = [32, 64]\n",
Expand All @@ -307,7 307,7 @@
"# Changes: regularization, dropout, decaying learning rate, momentum optimizer, stopping condition, size of biases.\n",
"# Differences: training data randomization, init conv1 biases at 0.\n",
"if True:\n",
" name = 'fgconv_fgconv_fc_softmax'\n",
" name = 'fgconv_fgconv_fc_softmax' # 'Non-Param'\n",
" params = common.copy()\n",
" params['dir_name'] = name\n",
" params['filter'] = 'fourier'\n",
Expand All @@ -325,7 325,7 @@
"outputs": [],
"source": [
"if True:\n",
" name = 'sgconv_sgconv_fc_softmax'\n",
" name = 'sgconv_sgconv_fc_softmax' # 'Spline'\n",
" params = common.copy()\n",
" params['dir_name'] = name\n",
" params['filter'] = 'spline'\n",
Expand All @@ -342,7 342,7 @@
"outputs": [],
"source": [
"if True:\n",
" name = 'cgconv_cgconv_fc_softmax'\n",
" name = 'cgconv_cgconv_fc_softmax' # 'Chebyshev'\n",
" params = common.copy()\n",
" params['dir_name'] = name\n",
" params['filter'] = 'chebyshev5'\n",
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