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Project Nagne DL semina code
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"from numpy import array, dot" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"threshold = 0.0\n", | |
"bias = -1.0\n", | |
"\n", | |
"unit_step = lambda x: 0 if x < threshold else 1\n", | |
"\n", | |
"training_data = [\n", | |
" (array([bias, 0, 0]), 0),\n", | |
" (array([bias, 0, 1]), 0),\n", | |
" (array([bias, 1, 0]), 0),\n", | |
" (array([bias, 1, 1]), 1),\n", | |
"]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"w = array([0.3, 0.4, 0.1])\n", | |
"bias = array([-1])\n", | |
"errors = []\n", | |
"eta = 0.05\n", | |
"\n", | |
"for i in xrange(3):\n", | |
" for j in xrange(4):\n", | |
" x, expected = training_data[j]\n", | |
" result = dot(w, x)\n", | |
" error = expected - unit_step(result)\n", | |
" w += eta * x * error" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[ 0. 0.]: -0.4 -> 0\n", | |
"[ 0. 1.]: -0.3 -> 0\n", | |
"[ 1. 0.]: -0.1 -> 0\n", | |
"[ 1. 1.]: 1.11022302463e-16 -> 1\n" | |
] | |
} | |
], | |
"source": [ | |
"for x, _ in training_data:\n", | |
" result = dot(x, w)\n", | |
" print(\"{}: {} -> {}\".format(x[1:3], result, unit_step(result)))" | |
] | |
} | |
], | |
"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": "2.7.6" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 1 | |
} |
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