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@faizankshaikh
Last active April 5, 2016 19:34
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
""
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using gpu device 0: GeForce GT 740M (CNMeM is disabled)\n"
]
}
],
"source": [
"from nolearn.lasagne.visualize import draw_to_notebook\n",
"from lasagne import layers, updates\n",
"from nolearn.lasagne import NeuralNet"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"net = NeuralNet(\n",
" layers = [\n",
" ('input', layers.InputLayer),\n",
" ('conv', layers.Conv2DLayer),\n",
" ('pool', layers.MaxPool2DLayer),\n",
" ('output', layers.DenseLayer),\n",
" ],\n",
" \n",
" input_shape = (None, 1, 28, 28),\n",
" conv_num_filters = 10, conv_filter_size = 5,\n",
" pool_pool_size = 2,\n",
" output_num_units = 10,\n",
" \n",
" update = updates.adam,\n",
" \n",
" verbose = 1,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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UKm1+jZunK//95gG05Vre+o/1WSxlVa8zMzHHarlP1bVAtl4n0drzrO5ZcwhnVzWznptQ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\nAElFTkSuQmCC\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"net.initialize()\n",
"draw_to_notebook(net)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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