mirror of
https://github.com/bvanroll/college-datascience.git
synced 2025-08-28 19:42:41 +00:00
1341 lines
1.6 MiB
1341 lines
1.6 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"# Leren a.d.h.v. een simpel leermodel : K-NN \n",
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"### K. Verbeeck, T. Vermeulen, J. Maervoet\n",
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"Data Science (Theory) -- OGI02i"
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]
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},
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{
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"attachments": {
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"neighbors.jpg": {
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"image/jpeg": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Supervised Machine Learning"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"TypeML.png": {
|
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"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Classification & Regression\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"> __Classificatie__ is een ML taak waarbij een label voorspeld moet worden uit een mogelijke lijst van antwoorden.\n",
|
|
"\n",
|
|
"> Wanneer er slechts 2 mogelijke labels zijn dan noemt men dit __binaire classificatie__\n",
|
|
"\n",
|
|
"Voorbeeld : je spam filter : een mail is spam of ham - je lost in dit geval een ja/nee vraag op\n",
|
|
"\n",
|
|
"> Wanneer er meerdere labels mogelijk zijn dan noemt men dit __multiclass classificatie__\n",
|
|
"\n",
|
|
"Voorbeeld : herkennen van handgeschreven cijfers - het antwoord kan zijn : 0,1,...,9\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
|
"> __Regressie__ is een ML taak waarbij een cijfer (continue waarde) voorspeld moet worden \n",
|
|
"\n",
|
|
"Voorbeeld : iemand zijn leeftijd voorspellen, iemand zijn jaarlijks inkomen voorspellen, ...\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Generalizatie, Overfitting, en Underfitting"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
|
"Wanneer je leert aan de hand van een supervisor dan heb je __trainingsdata__ ter beschikking en leer je een model op basis van deze data. Een model zal je instaat stellen om een beslissing te nemen voor elk geval (instantie) waarvan je een voorspelling wil doen. Een model mag echter niet alleen goed presteren op de trainingsdata, het model moet algemeen genoeg zijn om ook ongeziene instanties correct te gaan voorspellen. Men zegt dat het model moet kunnen generalizeren van de trainingsdata naar de __test data__. De test data is een deel van de data die je ter beschikking hebt, maar niet meeneemt tijdens het trainen van je model.\n",
|
|
"Wanneer je model extreem goed presteert op je trainingsdata, maar niet zo goed presteert op je test data spreekt men van __overfitting__.\n",
|
|
"Wanneer je model zelfs niet goed presteert op je trainingsdata dan spreek je van __underfitting__.\n",
|
|
"Zoek een punt waarbij je data goed presteert op zowel trainings- als test-data.\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### overfitting : een voorbeeld "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
|
"Voorspel wanneer iemand een boot koopt :\n",
|
|
"\n",
|
|
"|Age |Nr cars|owns house|nr children| status |owns dog|bought a boat|\n",
|
|
"|----|:-----:|:--------:|:---------:|:--------:|:------:|------------:|\n",
|
|
"| 66 | 1 | yes | 2 | widowed | no | yes |\n",
|
|
"| 52 | 2 | yes | 3 | married | no | yes |\n",
|
|
"| 22 | 0 | no | 0 | married | yes | no |\n",
|
|
"| 25 | 1 | no | 1 | single | no | no |\n",
|
|
"| 44 | 0 | no | 2 | divorced | yes | no |\n",
|
|
"| 39 | 1 | yes | 2 | married | yes | no |\n",
|
|
"| 26 | 1 | no | 2 | single | no | no |\n",
|
|
"| 40 | 3 | yes | 1 | married | yes | no |\n",
|
|
"| 53 | 2 | yes | 2 | divorced | no | yes |\n",
|
|
"| 64 | 2 | yes | 3 | divorced | no | no |\n",
|
|
"| 58 | 2 | yes | 2 | married | yes | yes |\n",
|
|
"| 33 | 1 | no | 1 | single | no | no |\n",
|
|
"\n",
|
|
" \n",
|
|
" \n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"mogelijke hypothesen : \n",
|
|
" \n",
|
|
" * _ouder dan 45, en minder dan 3 kinderen of niet gescheiden -> dan zal je een boot kopen_ (100% accuracy -> ** overfitting **)\n",
|
|
" \n",
|
|
" * _exact 66, 52, 53 of 58 jaar oud zijn -> dan zal je een boot kopen_ (100% accuracy -> ** overfitting **)\n",
|
|
" \n",
|
|
" * _ouder dan 50 -> dan zal je een boot kopen _ (simpelere regel die min of meer ok presteert)\n",
|
|
" \n",
|
|
" * _bezitter van een huis dan -> zal je een boot kopen_ (**underfitting ! **)"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"overfitting_underfitting_cartoon.png": {
|
|
"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### k-NN : k-Nearest Neighbors"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
|
"Waarschijnlijk het simpelste leermodel : er wordt niet echt een model opgebouwd, het enige wat er gedaan wordt is de dataset van trainingspunten bijhouden. Wanneer een voorspelling moet gebeuren voor een nieuw datapunt wordt in de dataset de **dichtste buur** gezocht (wanneer $N=1$), of de **k-dichtste buren** (waneer $N=k$).\n",
|
|
"\n",
|
|
"De voorspelling van het nieuwe datapunt zal afhangen van de waarden van zijn buren."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"hide_input": false,
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Visualisatie van k-nn (classificatie) : "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
|
"$k=1$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"hide_input": false,
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/pdf": 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\n",
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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"$k = 3$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"hide_input": false,
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
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\n",
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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"Beslissingsgrenzen bepaald door het aantal buren :"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {
|
|
"hide_input": false,
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f9df3d1e908>"
|
|
]
|
|
},
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/pdf": 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\n",
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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x216 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": []
|
|
},
|
|
{
|
|
"attachments": {
|
|
"testtrainingaccuracy.png": {
|
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"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"hide_input": false,
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"Hoe aantal buren kiezen? Hoe meer buren, hoe simpeler het model. \n",
|
|
"\n",
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Visualisatie van k-NN (regressie)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
|
"$k=1$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {
|
|
"hide_input": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/pdf": 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\n",
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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"$k=3$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {
|
|
"hide_input": false,
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/pdf": 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\n",
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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Uitgewerkt Voorbeeld k-NN classificatie"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"iris_petal_sepal.png": {
|
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"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
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"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
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"De classificatie van Iris species : voorbeeld uit :\n",
|
|
"\n",
|
|
"_An Introduction to Machine Learning with Python, Müller & Guido_\n",
|
|
"\n",
|
|
" "
|
|
]
|
|
},
|
|
{
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"attachments": {
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"sklearn.png": {
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"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### ML learning module in Python :\n",
|
|
"\n",
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"scrolled": true,
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.datasets import load_iris\n",
|
|
"iris_dataset = load_iris()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Keys of iris_dataset:\n",
|
|
" dict_keys(['data', 'target', 'target_names', 'DESCR', 'feature_names'])\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(\"Keys of iris_dataset:\\n\", iris_dataset.keys())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"scrolled": true,
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Iris Plants Database\n",
|
|
"====================\n",
|
|
"\n",
|
|
"Notes\n",
|
|
"-----\n",
|
|
"Data Set Characteristics:\n",
|
|
" :Number of Instances: 150 (50 in each of three classes)\n",
|
|
" :Number of Attributes: 4 numeric, predictive att\n",
|
|
"...\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(iris_dataset['DESCR'][:193] + \"\\n...\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Feature names:\n",
|
|
" ['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(\"Feature names:\\n\", iris_dataset['feature_names'])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Type of data: <class 'numpy.ndarray'>\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(\"Type of data:\", type(iris_dataset['data']))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Shape of data: (150, 4)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(\"Shape of data:\", iris_dataset['data'].shape)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"First five rows of data:\n",
|
|
" [[5.1 3.5 1.4 0.2]\n",
|
|
" [4.9 3. 1.4 0.2]\n",
|
|
" [4.7 3.2 1.3 0.2]\n",
|
|
" [4.6 3.1 1.5 0.2]\n",
|
|
" [5. 3.6 1.4 0.2]]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(\"First five rows of data:\\n\", iris_dataset['data'][:5])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Type of target: <class 'numpy.ndarray'>\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(\"Type of target:\", type(iris_dataset['target']))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Shape of target: (150,)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(\"Shape of target:\", iris_dataset['target'].shape)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Target:\n",
|
|
" [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
|
|
" 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
|
|
" 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2\n",
|
|
" 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
|
|
" 2 2]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(\"Target:\\n\", iris_dataset['target'])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Training versus Testing "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.model_selection import train_test_split\n",
|
|
"\n",
|
|
"X_train, X_test, y_train, y_test = train_test_split(\n",
|
|
" iris_dataset['data'], iris_dataset['target'], random_state=0)\n",
|
|
"#de dataset wordt eerst via een random generator door elkaar geschud om een \n",
|
|
"#representatieve test set te krijgen"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"X_train shape: (112, 4)\n",
|
|
"y_train shape: (112,)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(\"X_train shape:\", X_train.shape)\n",
|
|
"print(\"y_train shape:\", y_train.shape)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"X_test shape: (38, 4)\n",
|
|
"y_test shape: (38,)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(\"X_test shape:\", X_test.shape)\n",
|
|
"print(\"y_test shape:\", y_test.shape)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Wat zegt de data ?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
|
"Het is steeds een goed idee om je data te visualiseren, bvb. via een scatterplot, om eventuele trends in de data te visualiseren. Het geeft je ook een idee van welk leermodel je zou kunnen gebruiken."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"<matplotlib.figure.Figure at 0x1a191cdf7f0>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# create dataframe from data in X_train\n",
|
|
"# label the columns using the strings in iris_dataset.feature_names\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import pandas as pd\n",
|
|
"from sklearn import datasets\n",
|
|
"%matplotlib inline\n",
|
|
"\n",
|
|
"iris_dataframe = pd.DataFrame(X_train, columns=iris_dataset.feature_names)\n",
|
|
"# create a scatter matrix from the dataframe, color by y_train\n",
|
|
"pd.plotting.scatter_matrix(iris_dataframe, c=y_train, figsize=(7, 7),\n",
|
|
" marker='o', hist_kwds={'bins': 20})\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Een model bouwen a.d.h.v. k-Nearest Neighbors"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.neighbors import KNeighborsClassifier\n",
|
|
"\n",
|
|
"knn = KNeighborsClassifier(n_neighbors=1)\n",
|
|
"#knn is een object waarop de verdere fit/predict/score operaties zullen gebeuren"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
|
|
" metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n",
|
|
" weights='uniform')"
|
|
]
|
|
},
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"knn.fit(X_train, y_train)\n",
|
|
"#het model wordt gebouwd "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
|
"minkowski afstandsmaat : veralgemening van de Manhattan (p = 1) en Euclidische afstand (p = 2)\n",
|
|
"\\begin{equation}\n",
|
|
"d(\\bf{x_1},\\bf{x_2}) = (\\sum_{i=1}^{d} |x_{1i} - x_{2i}|^{1/p})^{p}\n",
|
|
"\\end{equation}"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"maten.png": {
|
|
"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Populaire afstandsmaten in python :\n",
|
|
"\n",
|
|
"<http://dataaspirant.com/2015/04/11/five-most-popular-similarity-measures-implementation-in-python/>\n",
|
|
"\n",
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Voorspellingen maken"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"X_new.shape: (1, 4)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"X_new = np.array([[5, 2.9, 1, 0.2]])\n",
|
|
"print(\"X_new.shape:\", X_new.shape)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Prediction: [0]\n",
|
|
"Predicted target name: ['setosa']\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"#nieuwe voorspellingen worden gemaakt a.d.h.v. het model\n",
|
|
"prediction = knn.predict(X_new)\n",
|
|
"print(\"Prediction:\", prediction)\n",
|
|
"print(\"Predicted target name:\",\n",
|
|
" iris_dataset['target_names'][prediction])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Hoe goed is het model?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Test set predictions:\n",
|
|
" [2 1 0 2 0 2 0 1 1 1 2 1 1 1 1 0 1 1 0 0 2 1 0 0 2 0 0 1 1 0 2 1 0 2 2 1 0\n",
|
|
" 2]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"y_pred = knn.predict(X_test)\n",
|
|
"print(\"Test set predictions:\\n\", y_pred)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Test set score: 0.97\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(\"Test set score: {:.2f}\".format(np.mean(y_pred == y_test)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Test set score: 0.97\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(\"Test set score: {:.2f}\".format(knn.score(X_test, y_test)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Parameters van K-NN"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
|
"2 belangrijke **parameters** :\n",
|
|
" * het aantal buren k\n",
|
|
" * hoe afstanden meten tussen 2 elementen uit de data set (Euclidische afstand (zie ook $L^2$ norm)\n",
|
|
" Minkowski afstand (zie $L^p$ norm)\n",
|
|
" \n",
|
|
"\n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Pro's and Cons van K-NN\n",
|
|
"\n",
|
|
"**Sterktes**:\n",
|
|
" * eenvoudig te begrijpen leermodel\n",
|
|
" * snelle trainingsfase want **LAZY LEARNING** (verschil t.o.v. **EAGER LEARNING**)\n",
|
|
" * voor kleinere datasets : snel en goede performantie met weinig parameter tuning\n",
|
|
" * kan zowel voor classificatie als regressieproblemen gebruikt worden\n",
|
|
" \n",
|
|
"**Zwaktes**:\n",
|
|
"* bij grote datasets (d.i. veel data of veel features of beide) is het voorspellen traag\n",
|
|
"* KNN gebruikt de euclidische afstandsmaat, deze schaalt niet goed bij hogere dimensies (beter : \n",
|
|
" _cosinus similariteit_)\n",
|
|
"* grote geheugenopslag moet ter beschikking zijn om de trainingset ter beschikking te houden \n",
|
|
" tijdens het leren\n",
|
|
"* niet zo geschikt voor de zgn. _sparse_ datsets (veel features die 0 zijn) (zie verder _curse of dimensionality_)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Hoe K kiezen ?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
|
"* k noemt men een _hyperparameter_ : deze moet je vooraf instellen (tijdens de fase _model building_) en kan het resultaat van het voorspellen serieus beïnvloeden.\n",
|
|
"\n",
|
|
"* er bestaat geen algemene optimale keuze voor k. Deze is datset afhankelijk.\n",
|
|
"\n",
|
|
"* wanneer k klein is (weinig buren worden gebruikt) dan heeft **ruis in de data** meer effect op het resultaat dan wanneer k groot is\n",
|
|
"\n",
|
|
"* wanneer k groot is (veel buren mee laten beslissen) dan wordt het effect van ruis wel geminimaliseerd, maar dan vergt het voorspellen veel rekenkracht.\n",
|
|
"\n",
|
|
"* een kleine k heeft weinig last van **bias** maar geeft een hoge **variantie**, terwijl een grote k minder variantie geeft maar gevoeliger is aan bias\n",
|
|
"\n",
|
|
"* Meestal wordt een oneven getal gebruikt als de waarde voor k als het aantal te voorspellen klassen even is - (dit om gelijkstand te vermijden bij voting)\n",
|
|
"\n",
|
|
"* Vaak gekozen voor : $\\sqrt(n)$ met $n$ het aantal datapunten\n",
|
|
"\n",
|
|
"* Andere methoden gebaseerd op parameter tuning : \n",
|
|
" trial-and-error in combinatie met berekenen van errors, Elbow-methode \n",
|
|
"\n",
|
|
" \n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"elbowcurve.png": {
|
|
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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Elbow method : \n",
|
|
"\n",
|
|
"```\n",
|
|
"\n",
|
|
"rmse_val = [] #to store rmse values for different k\n",
|
|
"for K in range(20):\n",
|
|
" K = K+1\n",
|
|
" model = neighbors.KNeighborsRegressor(n_neighbors = K)\n",
|
|
"\n",
|
|
" model.fit(x_train, y_train) #fit the model\n",
|
|
" pred=model.predict(x_test) #make prediction on test set\n",
|
|
" error = sqrt(mean_squared_error(y_test,pred)) #calculate rmse\n",
|
|
" rmse_val.append(error) #store rmse values\n",
|
|
"```\n",
|
|
"\n",
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Bias - Variance tradeoff\n",
|
|
"\n",
|
|
"> **Bias** is een fout / error in het leermodel die onstaat doordat verkeerde assumpties gebruikt zijn om het model op te stellen. Een model met hoge bias zal (te) weinig rekening houden met de trainingsdata en zal het model oversimplificeren.\n",
|
|
"\n",
|
|
"\n",
|
|
"> **Variantie** is eveneens een fout, maar deze is te wijten aan te gevoelig zijn voor de fluctuaties in de trainingsset, waardoor ruis mee gemodelleerd kan worden en het model dus de trainingsdata te goed modelleert (overfitting!)\n",
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"\n",
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"\n",
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"\n",
|
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"> de **trade-off** : beide effecten moeten vermeden worden maar vaak is het zo dat lage bias, veel variantie inhoudt en vice versa.\n",
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"\n"
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|
]
|
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},
|
|
{
|
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"attachments": {
|
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"tradeoff.png": {
|
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"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Bias - Variance tradeoff\n",
|
|
"\n",
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Curse of dimensionality\n",
|
|
"\n",
|
|
"Wanneer heel veel features aanwezig zijn in de data, dan is het moelijker om datapunten te vinden die dichtbij zijn (ze zijn misschien dichtbij in een bepaalde feature maar als er heel veel zijn heeft dit weinig effect op de afstand)\n",
|
|
"\n",
|
|
"Dus in dit geval zullen er heel veel extra datavoorbeelden nodig zijn om goede dichte buren te vinden ! \n",
|
|
"\n",
|
|
"M.a.w. je helpt het leerprobleem niet vooruit door je data steeds rijker te beschrijven als je geen extra datavoorbeelden hebt. Bovendien bestaat ook het gevaar voor overfitting.\n",
|
|
"\n",
|
|
"Als je toch extra features toevoegt dan zal je dus ook meer trainingsdata moeten toevoegen maar deze zal exponentieel moeten groeien om hetzelfde aandeel van data te voorzien en overfitting te vermijden. \n",
|
|
"\n",
|
|
"Oplossing : investeren in feature selection methoden, zoals Principal component en singular value decomposition\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"curse.png": {
|
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"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Curse of dimensionality\n",
|
|
"\n",
|
|
"zie ook artikel : <http://www.visiondummy.com/2014/04/curse-dimensionality-affect-classification/>\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Goede tutorials :\n",
|
|
"\n",
|
|
"KNN Classification using Scikit-learn\n",
|
|
"Learn K-Nearest Neighbor(KNN) Classification and build KNN classifier using Python Scikit-learn package.\n",
|
|
"online @ <https://www.datacamp.com/community/tutorials/k-nearest-neighbor-classification-scikit-learn>\n",
|
|
"\n",
|
|
"A Practical Introduction to K-Nearest Neighbors Algorithm for Regression (with Python code)\n",
|
|
"online @ <https://www.analyticsvidhya.com/blog/2018/08/k-nearest-neighbor-introduction-regression-python/>"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"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": "3.7.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|