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@ccravens
Last active August 23, 2018 01:28
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{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define what we are trying to solve\n",
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define the Sigmoid Function"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Sigmoid Function Here"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create a Neuron that takes 2 parameters and 2 weights and a bias"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Create Neuron Function Here"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create the XOR function"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# Create xor() Function Here"
]
},
{
"attachments": {
"image.png": {
"image/png": "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"
}
},
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Test the XOR function\n",
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"assert xor(0,0) == 0\n",
"assert xor(1,1) == 1\n",
"assert xor(0,1) == 1\n",
"assert xor(1,0) == 0"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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