mirror of
https://github.com/ArthurDanjou/ArtStudies.git
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2442 lines
1.5 MiB
2442 lines
1.5 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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"source": [
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"# TP2 K Nearest Neigbors (KNN)\n",
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"\n",
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"\n",
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"### Table of Contents\n",
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"\n",
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"* [0. Warm-up](#chapter0)\n",
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"* [1. K-NN classification for `Iris`](#chapter1)\n",
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" * [1.1 Data Preparation](#section_1_1)\n",
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" * [1.2 Writing a K-NN classifier](#section_1_2)\n",
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" * [1.3 `sklearn`'s K-NN classifier](#section_1_3)\n",
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"* [2. ($\\star$) Decision boundary for a K-NN classifier](#chapter2)\n",
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" "
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 0. Warm-up <a class=\"anchor\" id=\"chapter0\"></a>\n",
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"\n",
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"The table below is a dataset containing six observations, three covariates (features), and one dependent variable (label/target).\n",
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"\n",
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"\n",
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"| Observations | $X^1$ | $X^2$ |$X^3$ |$Y$ |\n",
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"| :-- | :-- | :-- | :-- | :-- |\n",
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"| 0 | 0 | 3 | 0 | Red |\n",
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"| 1 | 2 | 0 | 0| Red |\n",
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"| 2 | 0 | 1 | 3 | Red |\n",
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"| 3 | 0 | 1 | 2 | Green |\n",
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"| 4 | -1 | 0 | 1 | Green |\n",
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"| 5 | 1 | 1 | 1 | Red |\n",
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"\n",
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"We want to use this dataset to predict the color for a new data point $x = (x1, x2, x3) = (0, 0, 0)$ using a K-NN classifier. \n",
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"\n",
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"**Exercise 1** : answer the following questions. (You can do the calculation yourself or write a Python program.)\n",
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"\n",
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"(1) Calculate the euclidian distance between each observation and the point to be predicted $x = (x1, x2, x3) = (0, 0, 0)$.\n",
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"\n",
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"(2) What is the prediction when $K=1$ ?\n",
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"\n",
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"(2) What is the prediction when $K=3$ ?"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"**Answer for Exercise 1**\n",
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"\n",
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"\n",
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"\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-02-06T12:09:35.663428Z",
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"start_time": "2025-02-06T12:09:35.519995Z"
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}
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},
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"source": "import numpy as np",
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"outputs": [],
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"execution_count": 1
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},
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{
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"metadata": {
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"ExecuteTime": {
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||
"end_time": "2025-02-06T12:09:37.572928Z",
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"start_time": "2025-02-06T12:09:37.564513Z"
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}
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},
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"cell_type": "code",
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"source": [
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"X0 = np.array([0, 0, 0])\n",
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"X1 = np.array([0, 3, 0])\n",
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"X2 = np.array([2, 0, 0])\n",
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"X3 = np.array([0, 1, 3])\n",
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"X4 = np.array([0, 1, 2])\n",
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"X5 = np.array([-1, 0, 1])\n",
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"X6 = np.array([1, 1, 1])\n",
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"X = np.array([X1, X2, X3, X4, X5, X6])\n",
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"\n",
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"distances = []\n",
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"for x in X:\n",
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" dist = np.linalg.norm(x - X0) ** 2\n",
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" distances.append(dist)\n",
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" print(dist)\n",
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"\n",
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"for k in [1, 3]:\n",
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" near = np.argsort(distances)[:k]\n",
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" print(f\"The nearest neighbor is the observation {near}\")\n",
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" print(f\"The predicted value is {near}\")"
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],
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"9.0\n",
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"4.0\n",
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"10.000000000000002\n",
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"5.000000000000001\n",
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"2.0000000000000004\n",
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"2.9999999999999996\n",
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"The nearest neighbor is the observation [4]\n",
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"The predicted value is [4]\n",
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"The nearest neighbor is the observation [4 5 1]\n",
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"The predicted value is [4 5 1]\n"
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]
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}
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],
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"execution_count": 2
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},
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{
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"metadata": {},
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"cell_type": "markdown",
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"source": "## 1. K-NN classification for `Iris` <a class=\"anchor\" id=\"chapter1\"></a>"
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},
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{
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"attachments": {
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"Iris_setosa_versicolor_virginica.png": {
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"
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"In this practical work, we will use a classic dataset called 'Iris' included in 'sklearn'.\n",
|
||
"\n",
|
||
"This dataset consists of 3 different types of irises (Setosa, Versicolor, and Virginica). The features are *sepal length*, *sepal width*, *petal length*, and *petal width*.\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"- The images of irises are taken from https://fr.wikipedia.org/wiki/Iris_de_Fisher \n",
|
||
"\n",
|
||
"For more information about this dataset, see\n",
|
||
"\n",
|
||
"- https://scikit-learn.org/stable/auto_examples/datasets/plot_iris_dataset.html\n",
|
||
"\n",
|
||
"- https://en.wikipedia.org/wiki/Iris_flower_data_set"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 1.1 Data preparation <a class=\"anchor\" id=\"section_1_1\"></a>"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"\n",
|
||
"First step : importing this dataset. \n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:09:42.269248Z",
|
||
"start_time": "2025-02-06T12:09:38.868809Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"from sklearn import datasets\n",
|
||
"\n",
|
||
"iris = datasets.load_iris()\n",
|
||
"X = iris.data\n",
|
||
"y = iris.target"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 3
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Exercise 2** : What are the dimensions of `X` and of `y` ? What is the sample size ? "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:09:42.277413Z",
|
||
"start_time": "2025-02-06T12:09:42.274981Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"# Answer for Exercise 2\n",
|
||
"print(np.shape(X))\n",
|
||
"print(np.shape(y))"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"(150, 4)\n",
|
||
"(150,)\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 4
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Now we will split `X` and `Y` into two parts: training set and test set using `train_test_split`."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:09:42.553805Z",
|
||
"start_time": "2025-02-06T12:09:42.292116Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=42)"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 5
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Exercise 3** : What are the parameters `test_size=0.33` and `random_state=42` used for ? What are the dimensions of `X_train`,`X_test`, `y_train` and `y_test`?\n",
|
||
"\n",
|
||
"- Indication : https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:09:42.568515Z",
|
||
"start_time": "2025-02-06T12:09:42.564885Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"#Answer for Exercise 3 \n",
|
||
"print(np.shape(X_train))\n",
|
||
"print(np.shape(X_test))\n",
|
||
"print(np.shape(y_train))\n",
|
||
"print(np.shape(y_test))"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"(100, 4)\n",
|
||
"(50, 4)\n",
|
||
"(100,)\n",
|
||
"(50,)\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 6
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 1.2 Creating a K-NN classifier <a class=\"anchor\" id=\"section_1_2\"></a>\n",
|
||
"\n",
|
||
"Let's implement our own K-NN classifier from scratch before diving into the `KNeighborsClassifier` from `sklearn`."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Exercise 4** : Write a function that computes the euclidian distance between `sample1` and `sample2`$\\in \\mathbb{R}^d$. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:09:42.583044Z",
|
||
"start_time": "2025-02-06T12:09:42.580874Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"def euc_dis(sample1, sample2):\n",
|
||
" return np.linalg.norm(sample1 - sample2, axis=1) ** 2"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 7
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Exercise 5** : Write a classification function that predicts the class of a new input `X_new` based on the training data and the value of `K`. The function should implement the K-Nearest Neighbors algorithm to make predictions. \n",
|
||
"\n",
|
||
"Hint : \n",
|
||
"\n",
|
||
"- Step 1 : Calculate the distance between `X_new` and each data point in `X_train` using the function `euc_dis` defined in Exercise 4. \n",
|
||
"\n",
|
||
"- Step 2 : Find the K nearest neighbors using\n",
|
||
" `np.argsort`.\n",
|
||
" - Ref : https://numpy.org/doc/stable/reference/generated/numpy.argsort.html . \n",
|
||
" \n",
|
||
"- Step 3 : Return the most frequent label among those K neighbors. To do this, you can use `collections - Counter - most_common()` \n",
|
||
" - Ref : https://docs.python.org/fr/3/library/collections.html . \n",
|
||
" - Check out the following cell for a practical demonstration of Counter.most_common(). \n",
|
||
" "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:09:42.607360Z",
|
||
"start_time": "2025-02-06T12:09:42.604540Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"# np.argsort \n",
|
||
"\n",
|
||
"distance_ex = np.array([4, 4, 4, 3, 3, 3, 2, 2, 2, 1, 1, 0.5, 0.2])\n",
|
||
"print(\"The indices where the 4 smallest digits are located are \\n\", np.argsort(distance_ex)[:4])\n",
|
||
"print(\"The 4 smallest digits are \", distance_ex[np.argsort(distance_ex)[:4]])\n",
|
||
"\n",
|
||
"print(\"\\n\")\n",
|
||
"\n",
|
||
"# counter.most_common()\n",
|
||
"\n",
|
||
"from collections import Counter\n",
|
||
"\n",
|
||
"print(\"In 'aabbbbccccccc', the frequencies of the letters are : \\n\", Counter('aabbbbccccccc').most_common())\n",
|
||
"print(\"In 'aabbbbccccccc', The letter that repeats the most is \", Counter('aabbbbccccccc').most_common()[0][0])"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"The indices where the 4 smallest digits are located are \n",
|
||
" [12 11 9 10]\n",
|
||
"The 4 smallest digits are [0.2 0.5 1. 1. ]\n",
|
||
"\n",
|
||
"\n",
|
||
"In 'aabbbbccccccc', the frequencies of the letters are : \n",
|
||
" [('c', 7), ('b', 4), ('a', 2)]\n",
|
||
"In 'aabbbbccccccc', The letter that repeats the most is c\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 8
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:09:43.571841Z",
|
||
"start_time": "2025-02-06T12:09:43.569070Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"from collections import Counter\n",
|
||
"\n",
|
||
"\n",
|
||
"def knn_classifier(X_train, y_train, x_new, K):\n",
|
||
" distances = euc_dis(X_train, x_new)\n",
|
||
" nearest_neighbors = np.argsort(distances)[:K]\n",
|
||
" return Counter(y_train[nearest_neighbors]).most_common(1)[0][0]"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 9
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**OPTIONAL Exercise (faster computation)** (**only for those of you who are comfortable with Python, or if you have already answered all the questions** in this notebook). \n",
|
||
"\n",
|
||
"In this exercise, we try to improve a little the previous code. We will use NumPy's parallel computing capabilities to make distance calculations faster and optimize the computation time of our classifier."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Optional question 1** In order to use parallel computing, you will first create a function, named `euc_dis_mat`, that will compute the euclidian distance between the rows of two matrices. \n",
|
||
"Let us first remind you of a few facts (if needed) :"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"`a.sum()` computes the sum of all the elements in the array `a `(whatever the dimension of a is...). If you want to compute the sum for each row or each column of a 2-dimensional array, you have to specify axis=1 or axis=0 :"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:09:49.298170Z",
|
||
"start_time": "2025-02-06T12:09:49.292521Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"a = np.array([[1, 2], [3, 4]])\n",
|
||
"a"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([[1, 2],\n",
|
||
" [3, 4]])"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 10
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:09:49.680539Z",
|
||
"start_time": "2025-02-06T12:09:49.676064Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"a.sum()"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"np.int64(10)"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 11
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:09:49.895044Z",
|
||
"start_time": "2025-02-06T12:09:49.889807Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"a.sum(axis=1)"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([3, 7])"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 12
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:09:50.047326Z",
|
||
"start_time": "2025-02-06T12:09:50.045038Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"a.sum(axis=0)"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([4, 6])"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 13
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Even more optional** \n",
|
||
"Obviously, this works for a 3(or more)-dimensional array. For instance :"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:09:51.499493Z",
|
||
"start_time": "2025-02-06T12:09:51.496079Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"b = np.arange(8).reshape(2, 2, 2)\n",
|
||
"b"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([[[0, 1],\n",
|
||
" [2, 3]],\n",
|
||
"\n",
|
||
" [[4, 5],\n",
|
||
" [6, 7]]])"
|
||
]
|
||
},
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 14
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:09:51.964030Z",
|
||
"start_time": "2025-02-06T12:09:51.959665Z"
|
||
}
|
||
},
|
||
"source": "b.sum(axis=0), b.sum(axis=1), b.sum(axis=2), b.sum()",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(array([[ 4, 6],\n",
|
||
" [ 8, 10]]),\n",
|
||
" array([[ 2, 4],\n",
|
||
" [10, 12]]),\n",
|
||
" array([[ 1, 5],\n",
|
||
" [ 9, 13]]),\n",
|
||
" np.int64(28))"
|
||
]
|
||
},
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 15
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Comment : for a 3-dimensional array :\n",
|
||
"- axis=0 means we sum the matrices. \n",
|
||
"- axis=1 means we sum the rows of each matrix\n",
|
||
"- axis=2 means we sum the columns of each matrix. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**End of even more optional**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:09:54.092285Z",
|
||
"start_time": "2025-02-06T12:09:54.089316Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"def euc_dis_mat(sample1, sample2):\n",
|
||
" return np.linalg.norm(sample1 - sample2, axis=1) ** 2"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 16
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Optional question 2**\n",
|
||
"Create a new and optimized classifier : it will be the same as before except it must use the function `euc_dist_mat`and compute the distances between the new value `x_new` and the training values *simultaneously*.\n",
|
||
"<details>\n",
|
||
"<summary>\n",
|
||
" Click here for a first hint </summary> \n",
|
||
" Create a 2-dimensional array `X_new` that contains n rows all equal to `x_new`, where n=number of rows of `X_train`. (So `X_new`is just a 2-dimensional array (same shape as `X_train`) and the rows of `X_new` are all the same.) \n",
|
||
" </details>\n",
|
||
"\n",
|
||
"<details> \n",
|
||
"<summary>\n",
|
||
" Click here for a second hint </summary> \n",
|
||
" You can use `np.tile` \n",
|
||
" </details>"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-06T12:10:31.335918Z",
|
||
"start_time": "2025-02-06T12:10:31.332196Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"def knn_class_2(X_train, y_train, x_new, K):\n",
|
||
" X_new = np.tile(x_new, (len(X_train), 1))\n",
|
||
" distances = euc_dis_mat(X_train, X_new)\n",
|
||
" k_neighbors = np.argsort(distances)[:K]\n",
|
||
" return Counter(y_train[k_neighbors]).most_common()[0][0]"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"np.int64(1)"
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 18
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**END OF OPTIONAL** "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Exercise 6** : Here we predict the labels for `X_test` using the `knn_classifier` defined in Exercise 5 for K=3. Display the accuracy rate. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T11:26:15.309422Z",
|
||
"start_time": "2025-02-05T11:26:15.304219Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"predictions = [knn_classifier(X_train, y_train, data, 3) for data in X_test]\n",
|
||
"predictions2 = [knn_class_2(X_train, y_train, data, 3) for data in X_test]\n",
|
||
"\n",
|
||
"print(f\"The accuracy rate of our classifier is {np.sum(predictions == y_test) / len(predictions) * 100}%\")\n",
|
||
"print(f\"The accuracy rate of our classifier is {np.sum(predictions2 == y_test) / len(predictions2) * 100}%\")"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"The accuracy rate of our classifier is 98.0%\n",
|
||
"The accuracy rate of our classifier is 98.0%\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 175
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 1.3 The K-NN classifier of `sklearn` <a class=\"anchor\" id=\"section_1_3\"></a>\n",
|
||
"\n",
|
||
"\n",
|
||
"Now we will directly use `KNeighborsClassifier` available in the `sklearn` package. \n",
|
||
"\n",
|
||
"- Ref : https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html\n",
|
||
"\n",
|
||
"We will use the value $K=3$. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T11:26:15.657315Z",
|
||
"start_time": "2025-02-05T11:26:15.655386Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"from sklearn.neighbors import KNeighborsClassifier\n",
|
||
"\n",
|
||
"knn_classifier_2 = KNeighborsClassifier(n_neighbors=3)"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 176
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Exercise 7** : Train the `knn_classifier_2` model using `X_train` and `y_train`."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T11:26:16.224590Z",
|
||
"start_time": "2025-02-05T11:26:16.219083Z"
|
||
}
|
||
},
|
||
"source": "knn_classifier_2.fit(X_train, y_train)",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"KNeighborsClassifier(n_neighbors=3)"
|
||
],
|
||
"text/html": [
|
||
"<style>#sk-container-id-4 {\n",
|
||
" /* Definition of color scheme common for light and dark mode */\n",
|
||
" --sklearn-color-text: #000;\n",
|
||
" --sklearn-color-text-muted: #666;\n",
|
||
" --sklearn-color-line: gray;\n",
|
||
" /* Definition of color scheme for unfitted estimators */\n",
|
||
" --sklearn-color-unfitted-level-0: #fff5e6;\n",
|
||
" --sklearn-color-unfitted-level-1: #f6e4d2;\n",
|
||
" --sklearn-color-unfitted-level-2: #ffe0b3;\n",
|
||
" --sklearn-color-unfitted-level-3: chocolate;\n",
|
||
" /* Definition of color scheme for fitted estimators */\n",
|
||
" --sklearn-color-fitted-level-0: #f0f8ff;\n",
|
||
" --sklearn-color-fitted-level-1: #d4ebff;\n",
|
||
" --sklearn-color-fitted-level-2: #b3dbfd;\n",
|
||
" --sklearn-color-fitted-level-3: cornflowerblue;\n",
|
||
"\n",
|
||
" /* Specific color for light theme */\n",
|
||
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
|
||
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
|
||
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
|
||
" --sklearn-color-icon: #696969;\n",
|
||
"\n",
|
||
" @media (prefers-color-scheme: dark) {\n",
|
||
" /* Redefinition of color scheme for dark theme */\n",
|
||
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
|
||
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
|
||
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
|
||
" --sklearn-color-icon: #878787;\n",
|
||
" }\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 {\n",
|
||
" color: var(--sklearn-color-text);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 pre {\n",
|
||
" padding: 0;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 input.sk-hidden--visually {\n",
|
||
" border: 0;\n",
|
||
" clip: rect(1px 1px 1px 1px);\n",
|
||
" clip: rect(1px, 1px, 1px, 1px);\n",
|
||
" height: 1px;\n",
|
||
" margin: -1px;\n",
|
||
" overflow: hidden;\n",
|
||
" padding: 0;\n",
|
||
" position: absolute;\n",
|
||
" width: 1px;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-dashed-wrapped {\n",
|
||
" border: 1px dashed var(--sklearn-color-line);\n",
|
||
" margin: 0 0.4em 0.5em 0.4em;\n",
|
||
" box-sizing: border-box;\n",
|
||
" padding-bottom: 0.4em;\n",
|
||
" background-color: var(--sklearn-color-background);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-container {\n",
|
||
" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
|
||
" but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
|
||
" so we also need the `!important` here to be able to override the\n",
|
||
" default hidden behavior on the sphinx rendered scikit-learn.org.\n",
|
||
" See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
|
||
" display: inline-block !important;\n",
|
||
" position: relative;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-text-repr-fallback {\n",
|
||
" display: none;\n",
|
||
"}\n",
|
||
"\n",
|
||
"div.sk-parallel-item,\n",
|
||
"div.sk-serial,\n",
|
||
"div.sk-item {\n",
|
||
" /* draw centered vertical line to link estimators */\n",
|
||
" background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
|
||
" background-size: 2px 100%;\n",
|
||
" background-repeat: no-repeat;\n",
|
||
" background-position: center center;\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Parallel-specific style estimator block */\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-parallel-item::after {\n",
|
||
" content: \"\";\n",
|
||
" width: 100%;\n",
|
||
" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
|
||
" flex-grow: 1;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-parallel {\n",
|
||
" display: flex;\n",
|
||
" align-items: stretch;\n",
|
||
" justify-content: center;\n",
|
||
" background-color: var(--sklearn-color-background);\n",
|
||
" position: relative;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-parallel-item {\n",
|
||
" display: flex;\n",
|
||
" flex-direction: column;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-parallel-item:first-child::after {\n",
|
||
" align-self: flex-end;\n",
|
||
" width: 50%;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-parallel-item:last-child::after {\n",
|
||
" align-self: flex-start;\n",
|
||
" width: 50%;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-parallel-item:only-child::after {\n",
|
||
" width: 0;\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Serial-specific style estimator block */\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-serial {\n",
|
||
" display: flex;\n",
|
||
" flex-direction: column;\n",
|
||
" align-items: center;\n",
|
||
" background-color: var(--sklearn-color-background);\n",
|
||
" padding-right: 1em;\n",
|
||
" padding-left: 1em;\n",
|
||
"}\n",
|
||
"\n",
|
||
"\n",
|
||
"/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
|
||
"clickable and can be expanded/collapsed.\n",
|
||
"- Pipeline and ColumnTransformer use this feature and define the default style\n",
|
||
"- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
|
||
"*/\n",
|
||
"\n",
|
||
"/* Pipeline and ColumnTransformer style (default) */\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-toggleable {\n",
|
||
" /* Default theme specific background. It is overwritten whether we have a\n",
|
||
" specific estimator or a Pipeline/ColumnTransformer */\n",
|
||
" background-color: var(--sklearn-color-background);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Toggleable label */\n",
|
||
"#sk-container-id-4 label.sk-toggleable__label {\n",
|
||
" cursor: pointer;\n",
|
||
" display: flex;\n",
|
||
" width: 100%;\n",
|
||
" margin-bottom: 0;\n",
|
||
" padding: 0.5em;\n",
|
||
" box-sizing: border-box;\n",
|
||
" text-align: center;\n",
|
||
" align-items: start;\n",
|
||
" justify-content: space-between;\n",
|
||
" gap: 0.5em;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 label.sk-toggleable__label .caption {\n",
|
||
" font-size: 0.6rem;\n",
|
||
" font-weight: lighter;\n",
|
||
" color: var(--sklearn-color-text-muted);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 label.sk-toggleable__label-arrow:before {\n",
|
||
" /* Arrow on the left of the label */\n",
|
||
" content: \"▸\";\n",
|
||
" float: left;\n",
|
||
" margin-right: 0.25em;\n",
|
||
" color: var(--sklearn-color-icon);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {\n",
|
||
" color: var(--sklearn-color-text);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Toggleable content - dropdown */\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-toggleable__content {\n",
|
||
" max-height: 0;\n",
|
||
" max-width: 0;\n",
|
||
" overflow: hidden;\n",
|
||
" text-align: left;\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-toggleable__content.fitted {\n",
|
||
" /* fitted */\n",
|
||
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-toggleable__content pre {\n",
|
||
" margin: 0.2em;\n",
|
||
" border-radius: 0.25em;\n",
|
||
" color: var(--sklearn-color-text);\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-toggleable__content.fitted pre {\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
|
||
" /* Expand drop-down */\n",
|
||
" max-height: 200px;\n",
|
||
" max-width: 100%;\n",
|
||
" overflow: auto;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
|
||
" content: \"▾\";\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Pipeline/ColumnTransformer-specific style */\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
||
" color: var(--sklearn-color-text);\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
||
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Estimator-specific style */\n",
|
||
"\n",
|
||
"/* Colorize estimator box */\n",
|
||
"#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
||
" /* fitted */\n",
|
||
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-label label.sk-toggleable__label,\n",
|
||
"#sk-container-id-4 div.sk-label label {\n",
|
||
" /* The background is the default theme color */\n",
|
||
" color: var(--sklearn-color-text-on-default-background);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* On hover, darken the color of the background */\n",
|
||
"#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {\n",
|
||
" color: var(--sklearn-color-text);\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Label box, darken color on hover, fitted */\n",
|
||
"#sk-container-id-4 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
|
||
" color: var(--sklearn-color-text);\n",
|
||
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Estimator label */\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-label label {\n",
|
||
" font-family: monospace;\n",
|
||
" font-weight: bold;\n",
|
||
" display: inline-block;\n",
|
||
" line-height: 1.2em;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-label-container {\n",
|
||
" text-align: center;\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Estimator-specific */\n",
|
||
"#sk-container-id-4 div.sk-estimator {\n",
|
||
" font-family: monospace;\n",
|
||
" border: 1px dotted var(--sklearn-color-border-box);\n",
|
||
" border-radius: 0.25em;\n",
|
||
" box-sizing: border-box;\n",
|
||
" margin-bottom: 0.5em;\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-estimator.fitted {\n",
|
||
" /* fitted */\n",
|
||
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* on hover */\n",
|
||
"#sk-container-id-4 div.sk-estimator:hover {\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 div.sk-estimator.fitted:hover {\n",
|
||
" /* fitted */\n",
|
||
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
|
||
"\n",
|
||
"/* Common style for \"i\" and \"?\" */\n",
|
||
"\n",
|
||
".sk-estimator-doc-link,\n",
|
||
"a:link.sk-estimator-doc-link,\n",
|
||
"a:visited.sk-estimator-doc-link {\n",
|
||
" float: right;\n",
|
||
" font-size: smaller;\n",
|
||
" line-height: 1em;\n",
|
||
" font-family: monospace;\n",
|
||
" background-color: var(--sklearn-color-background);\n",
|
||
" border-radius: 1em;\n",
|
||
" height: 1em;\n",
|
||
" width: 1em;\n",
|
||
" text-decoration: none !important;\n",
|
||
" margin-left: 0.5em;\n",
|
||
" text-align: center;\n",
|
||
" /* unfitted */\n",
|
||
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
|
||
" color: var(--sklearn-color-unfitted-level-1);\n",
|
||
"}\n",
|
||
"\n",
|
||
".sk-estimator-doc-link.fitted,\n",
|
||
"a:link.sk-estimator-doc-link.fitted,\n",
|
||
"a:visited.sk-estimator-doc-link.fitted {\n",
|
||
" /* fitted */\n",
|
||
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
|
||
" color: var(--sklearn-color-fitted-level-1);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* On hover */\n",
|
||
"div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
|
||
".sk-estimator-doc-link:hover,\n",
|
||
"div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
|
||
".sk-estimator-doc-link:hover {\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-3);\n",
|
||
" color: var(--sklearn-color-background);\n",
|
||
" text-decoration: none;\n",
|
||
"}\n",
|
||
"\n",
|
||
"div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
|
||
".sk-estimator-doc-link.fitted:hover,\n",
|
||
"div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
|
||
".sk-estimator-doc-link.fitted:hover {\n",
|
||
" /* fitted */\n",
|
||
" background-color: var(--sklearn-color-fitted-level-3);\n",
|
||
" color: var(--sklearn-color-background);\n",
|
||
" text-decoration: none;\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Span, style for the box shown on hovering the info icon */\n",
|
||
".sk-estimator-doc-link span {\n",
|
||
" display: none;\n",
|
||
" z-index: 9999;\n",
|
||
" position: relative;\n",
|
||
" font-weight: normal;\n",
|
||
" right: .2ex;\n",
|
||
" padding: .5ex;\n",
|
||
" margin: .5ex;\n",
|
||
" width: min-content;\n",
|
||
" min-width: 20ex;\n",
|
||
" max-width: 50ex;\n",
|
||
" color: var(--sklearn-color-text);\n",
|
||
" box-shadow: 2pt 2pt 4pt #999;\n",
|
||
" /* unfitted */\n",
|
||
" background: var(--sklearn-color-unfitted-level-0);\n",
|
||
" border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
|
||
"}\n",
|
||
"\n",
|
||
".sk-estimator-doc-link.fitted span {\n",
|
||
" /* fitted */\n",
|
||
" background: var(--sklearn-color-fitted-level-0);\n",
|
||
" border: var(--sklearn-color-fitted-level-3);\n",
|
||
"}\n",
|
||
"\n",
|
||
".sk-estimator-doc-link:hover span {\n",
|
||
" display: block;\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* \"?\"-specific style due to the `<a>` HTML tag */\n",
|
||
"\n",
|
||
"#sk-container-id-4 a.estimator_doc_link {\n",
|
||
" float: right;\n",
|
||
" font-size: 1rem;\n",
|
||
" line-height: 1em;\n",
|
||
" font-family: monospace;\n",
|
||
" background-color: var(--sklearn-color-background);\n",
|
||
" border-radius: 1rem;\n",
|
||
" height: 1rem;\n",
|
||
" width: 1rem;\n",
|
||
" text-decoration: none;\n",
|
||
" /* unfitted */\n",
|
||
" color: var(--sklearn-color-unfitted-level-1);\n",
|
||
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 a.estimator_doc_link.fitted {\n",
|
||
" /* fitted */\n",
|
||
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
|
||
" color: var(--sklearn-color-fitted-level-1);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* On hover */\n",
|
||
"#sk-container-id-4 a.estimator_doc_link:hover {\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-3);\n",
|
||
" color: var(--sklearn-color-background);\n",
|
||
" text-decoration: none;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-4 a.estimator_doc_link.fitted:hover {\n",
|
||
" /* fitted */\n",
|
||
" background-color: var(--sklearn-color-fitted-level-3);\n",
|
||
"}\n",
|
||
"</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsClassifier(n_neighbors=3)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" checked><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>KNeighborsClassifier</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.neighbors.KNeighborsClassifier.html\">?<span>Documentation for KNeighborsClassifier</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>KNeighborsClassifier(n_neighbors=3)</pre></div> </div></div></div></div>"
|
||
]
|
||
},
|
||
"execution_count": 177,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 177
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Exercise 8** : Display the accuracy rate of `knn_classifier_2` on the test set. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T11:26:17.023370Z",
|
||
"start_time": "2025-02-05T11:26:17.018037Z"
|
||
}
|
||
},
|
||
"source": "knn_classifier_2.score(X_test, y_test)",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.98"
|
||
]
|
||
},
|
||
"execution_count": 178,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 178
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 2. ($\\star$) The decision boundary of the K-NN classifier<a class=\"anchor\" id=\"chapter2\"></a>"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"In this section, we'll examine the decision boundary for the K-NN model in the context of binary classification. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Exercise 9** : What is the decision boundary ? \n",
|
||
"\n",
|
||
"Hint : https://en.wikipedia.org/wiki/Decision_boundary "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Answer for Exercise 9 :\n",
|
||
" \n",
|
||
" \n",
|
||
" \n",
|
||
" \n",
|
||
" \n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Now let us examine the decision boundary for a K-NN classifier on a simulated dataset."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T11:26:19.505745Z",
|
||
"start_time": "2025-02-05T11:26:19.502276Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import numpy as np\n",
|
||
"from itertools import product\n",
|
||
"from sklearn.neighbors import KNeighborsClassifier"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 179
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T11:26:19.890538Z",
|
||
"start_time": "2025-02-05T11:26:19.887279Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"rng = np.random.default_rng(seed=12)\n",
|
||
"num_observations = 100\n",
|
||
"\n",
|
||
"xx1 = rng.multivariate_normal([0, 0], [[1, 0.6], [0.6, 1]], num_observations)\n",
|
||
"xx2 = rng.multivariate_normal([1, 2], [[1, 0.6], [0.6, 1]], num_observations)\n",
|
||
"\n",
|
||
"X2 = np.vstack((xx1, xx2)).astype(np.float32)\n",
|
||
"Y2 = np.hstack((np.zeros(num_observations), np.ones(num_observations)))\n",
|
||
"\n",
|
||
"print(X2.shape, Y2.shape)"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"(200, 2) (200,)\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 180
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T11:26:20.564996Z",
|
||
"start_time": "2025-02-05T11:26:20.484918Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"plt.figure(figsize=(8, 6))\n",
|
||
"plt.scatter(X2[:, 0], X2[:, 1], c=Y2, alpha=0.4)"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.collections.PathCollection at 0x10ed75a60>"
|
||
]
|
||
},
|
||
"execution_count": 181,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 181
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Exercise 10** : Define 6 K-NN classifiers with K=1,3,5,7,9,11 and fit these 6 classifiers on `(XX,yy)`. The 6 models will be contained in a list named `KNNs`. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T11:27:09.124075Z",
|
||
"start_time": "2025-02-05T11:27:09.119577Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"nb_neighbors = [1, 3, 5, 7, 9, 11]\n",
|
||
"\n",
|
||
"KNNs = []\n",
|
||
"\n",
|
||
"for k in nb_neighbors:\n",
|
||
" knn_classifier_k = KNeighborsClassifier(n_neighbors=k)\n",
|
||
" knn_classifier_k.fit(X2, Y2)\n",
|
||
" KNNs.append(knn_classifier_k)"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 188
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Let us now visualize the decision boundary of our 6 K-NN classifiers. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T11:26:42.695499Z",
|
||
"start_time": "2025-02-05T11:26:41.672308Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"x_min, x_max = X2[:, 0].min() - 1, X2[:, 0].max() + 1\n",
|
||
"y_min, y_max = X2[:, 1].min() - 1, X2[:, 1].max() + 1\n",
|
||
"\n",
|
||
"xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.1), np.arange(y_min, y_max, 0.1))\n",
|
||
"f, axarr = plt.subplots(2, 3, sharex=\"col\", sharey=\"row\", figsize=(15, 12))\n",
|
||
"\n",
|
||
"for idx, clf, tt in zip(product([0, 1, 2], [0, 1, 2]), KNNs, [f\"KNN (k={k})\" for k in nb_neighbors]):\n",
|
||
" Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
|
||
" Z = Z.reshape(xx.shape)\n",
|
||
"\n",
|
||
" axarr[idx[0], idx[1]].contourf(xx, yy, Z, alpha=0.4)\n",
|
||
" axarr[idx[0], idx[1]].scatter(X2[:, 0], X2[:, 1], c=Y2, s=20, edgecolor=\"k\")\n",
|
||
" axarr[idx[0], idx[1]].set_title(tt)\n",
|
||
"\n",
|
||
"plt.show()\n"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"ename": "IndexError",
|
||
"evalue": "index 2 is out of bounds for axis 0 with size 2",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
"\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
|
||
"\u001B[0;31mIndexError\u001B[0m Traceback (most recent call last)",
|
||
"Cell \u001B[0;32mIn[187], line 11\u001B[0m\n\u001B[1;32m 8\u001B[0m Z \u001B[38;5;241m=\u001B[39m clf\u001B[38;5;241m.\u001B[39mpredict(np\u001B[38;5;241m.\u001B[39mc_[xx\u001B[38;5;241m.\u001B[39mravel(), yy\u001B[38;5;241m.\u001B[39mravel()])\n\u001B[1;32m 9\u001B[0m Z \u001B[38;5;241m=\u001B[39m Z\u001B[38;5;241m.\u001B[39mreshape(xx\u001B[38;5;241m.\u001B[39mshape)\n\u001B[0;32m---> 11\u001B[0m \u001B[43maxarr\u001B[49m\u001B[43m[\u001B[49m\u001B[43midx\u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;241;43m0\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43midx\u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;241;43m1\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m]\u001B[49m\u001B[38;5;241m.\u001B[39mcontourf(xx, yy, Z, alpha\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m0.4\u001B[39m)\n\u001B[1;32m 12\u001B[0m axarr[idx[\u001B[38;5;241m0\u001B[39m], idx[\u001B[38;5;241m1\u001B[39m]]\u001B[38;5;241m.\u001B[39mscatter(X2[:, \u001B[38;5;241m0\u001B[39m], X2[:, \u001B[38;5;241m1\u001B[39m], c\u001B[38;5;241m=\u001B[39mY2, s\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m20\u001B[39m, edgecolor\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mk\u001B[39m\u001B[38;5;124m\"\u001B[39m)\n\u001B[1;32m 13\u001B[0m axarr[idx[\u001B[38;5;241m0\u001B[39m], idx[\u001B[38;5;241m1\u001B[39m]]\u001B[38;5;241m.\u001B[39mset_title(tt)\n",
|
||
"\u001B[0;31mIndexError\u001B[0m: index 2 is out of bounds for axis 0 with size 2"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1500x1200 with 6 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 187
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Exercise 11** : what comments do these six boundary decisions bring up?\n",
|
||
"\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Answer for Exercise 11: the larger K is, ....\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 2. ($\\star$) MNIST dataset<a class=\"anchor\" id=\"chapter2\"></a>"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"The MNIST dataset is a dataset of 70,000 small square 28×28 pixel grayscale images of handwritten single digits between 0 and 9. Let us import the dataset using sklearn : "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:48:21.055727Z",
|
||
"start_time": "2025-02-05T09:48:18.802198Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"from sklearn.datasets import fetch_openml\n",
|
||
"\n",
|
||
"mnist = fetch_openml('mnist_784')"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 52
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"The data is contained in the attributes `data` and `target`: "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:48:22.477736Z",
|
||
"start_time": "2025-02-05T09:48:22.465303Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"mnist.data"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
" pixel1 pixel2 pixel3 pixel4 pixel5 pixel6 pixel7 pixel8 pixel9 \\\n",
|
||
"0 0 0 0 0 0 0 0 0 0 \n",
|
||
"1 0 0 0 0 0 0 0 0 0 \n",
|
||
"2 0 0 0 0 0 0 0 0 0 \n",
|
||
"3 0 0 0 0 0 0 0 0 0 \n",
|
||
"4 0 0 0 0 0 0 0 0 0 \n",
|
||
"... ... ... ... ... ... ... ... ... ... \n",
|
||
"69995 0 0 0 0 0 0 0 0 0 \n",
|
||
"69996 0 0 0 0 0 0 0 0 0 \n",
|
||
"69997 0 0 0 0 0 0 0 0 0 \n",
|
||
"69998 0 0 0 0 0 0 0 0 0 \n",
|
||
"69999 0 0 0 0 0 0 0 0 0 \n",
|
||
"\n",
|
||
" pixel10 ... pixel775 pixel776 pixel777 pixel778 pixel779 \\\n",
|
||
"0 0 ... 0 0 0 0 0 \n",
|
||
"1 0 ... 0 0 0 0 0 \n",
|
||
"2 0 ... 0 0 0 0 0 \n",
|
||
"3 0 ... 0 0 0 0 0 \n",
|
||
"4 0 ... 0 0 0 0 0 \n",
|
||
"... ... ... ... ... ... ... ... \n",
|
||
"69995 0 ... 0 0 0 0 0 \n",
|
||
"69996 0 ... 0 0 0 0 0 \n",
|
||
"69997 0 ... 0 0 0 0 0 \n",
|
||
"69998 0 ... 0 0 0 0 0 \n",
|
||
"69999 0 ... 0 0 0 0 0 \n",
|
||
"\n",
|
||
" pixel780 pixel781 pixel782 pixel783 pixel784 \n",
|
||
"0 0 0 0 0 0 \n",
|
||
"1 0 0 0 0 0 \n",
|
||
"2 0 0 0 0 0 \n",
|
||
"3 0 0 0 0 0 \n",
|
||
"4 0 0 0 0 0 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"69995 0 0 0 0 0 \n",
|
||
"69996 0 0 0 0 0 \n",
|
||
"69997 0 0 0 0 0 \n",
|
||
"69998 0 0 0 0 0 \n",
|
||
"69999 0 0 0 0 0 \n",
|
||
"\n",
|
||
"[70000 rows x 784 columns]"
|
||
],
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>pixel1</th>\n",
|
||
" <th>pixel2</th>\n",
|
||
" <th>pixel3</th>\n",
|
||
" <th>pixel4</th>\n",
|
||
" <th>pixel5</th>\n",
|
||
" <th>pixel6</th>\n",
|
||
" <th>pixel7</th>\n",
|
||
" <th>pixel8</th>\n",
|
||
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|
||
" <th>pixel10</th>\n",
|
||
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|
||
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|
||
" <th>pixel776</th>\n",
|
||
" <th>pixel777</th>\n",
|
||
" <th>pixel778</th>\n",
|
||
" <th>pixel779</th>\n",
|
||
" <th>pixel780</th>\n",
|
||
" <th>pixel781</th>\n",
|
||
" <th>pixel782</th>\n",
|
||
" <th>pixel783</th>\n",
|
||
" <th>pixel784</th>\n",
|
||
" </tr>\n",
|
||
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|
||
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|
||
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|
||
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||
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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||
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||
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||
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||
" <td>0</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
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||
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
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||
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||
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||
" <td>0</td>\n",
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||
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>69995</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>69996</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>69997</th>\n",
|
||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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||
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" <td>0</td>\n",
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||
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" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
|
||
" </tr>\n",
|
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" <tr>\n",
|
||
" <th>69998</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
|
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" <td>0</td>\n",
|
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" <td>...</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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" <td>0</td>\n",
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||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>69999</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
|
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" <td>0</td>\n",
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" <td>0</td>\n",
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||
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||
" <td>0</td>\n",
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||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>70000 rows × 784 columns</p>\n",
|
||
"</div>"
|
||
]
|
||
},
|
||
"execution_count": 53,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 53
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:48:23.448971Z",
|
||
"start_time": "2025-02-05T09:48:23.445653Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"mnist.target"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0 5\n",
|
||
"1 0\n",
|
||
"2 4\n",
|
||
"3 1\n",
|
||
"4 9\n",
|
||
" ..\n",
|
||
"69995 2\n",
|
||
"69996 3\n",
|
||
"69997 4\n",
|
||
"69998 5\n",
|
||
"69999 6\n",
|
||
"Name: class, Length: 70000, dtype: category\n",
|
||
"Categories (10, object): ['0', '1', '2', '3', ..., '6', '7', '8', '9']"
|
||
]
|
||
},
|
||
"execution_count": 54,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 54
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:48:24.144564Z",
|
||
"start_time": "2025-02-05T09:48:24.142427Z"
|
||
}
|
||
},
|
||
"source": "X, y = mnist.data, mnist.target",
|
||
"outputs": [],
|
||
"execution_count": 55
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:48:24.514332Z",
|
||
"start_time": "2025-02-05T09:48:24.511486Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"type(X)"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"pandas.core.frame.DataFrame"
|
||
]
|
||
},
|
||
"execution_count": 56,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 56
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:48:24.886667Z",
|
||
"start_time": "2025-02-05T09:48:24.884478Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"type(y)"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"pandas.core.series.Series"
|
||
]
|
||
},
|
||
"execution_count": 57,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 57
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"So X is a dataframe and y is a series. We will encounter those objects again later but for the moment, let us manipulate numpy arrays instead : "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:48:31.763896Z",
|
||
"start_time": "2025-02-05T09:48:31.760241Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"X, y = X.to_numpy(), y.to_numpy()\n",
|
||
"type(X), type(y)"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(numpy.ndarray, numpy.ndarray)"
|
||
]
|
||
},
|
||
"execution_count": 58,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 58
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:48:32.298865Z",
|
||
"start_time": "2025-02-05T09:48:32.295472Z"
|
||
}
|
||
},
|
||
"source": "X.shape, y.shape",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"((70000, 784), (70000,))"
|
||
]
|
||
},
|
||
"execution_count": 59,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 59
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"If you want to display the corresponding images, you must reshape the data into 28x28 arrays (instead of one-dimensional arrays with 784 elements). Let us display the first digit :"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:48:34.139776Z",
|
||
"start_time": "2025-02-05T09:48:34.085344Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"first_figure = X[0].reshape(28, 28)\n",
|
||
"plt.imshow(first_figure, cmap=plt.cm.gray_r, interpolation='nearest')\n",
|
||
"plt.show()"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 60
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:48:34.972262Z",
|
||
"start_time": "2025-02-05T09:48:34.969534Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"# we recognised a \"5\" \n",
|
||
"y[0]"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'5'"
|
||
]
|
||
},
|
||
"execution_count": 61,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 61
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:48:36.165952Z",
|
||
"start_time": "2025-02-05T09:48:35.753636Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=42)"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 62
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Exercise 12**\n",
|
||
"Display the accuracy rate on the test set : again we will use the K-NN classifier with K=3.\n",
|
||
"\n",
|
||
"Warning : do not use your own classifier as it will probably fail. Use sklearn's classifier."
|
||
]
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:55:57.835820Z",
|
||
"start_time": "2025-02-05T09:55:02.002908Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"knn_classifier_3 = KNeighborsClassifier(n_neighbors=3)\n",
|
||
"knn_classifier_3.fit(X_train, y_train)\n",
|
||
"print(f\"Accuracy score: {knn_classifier_3.score(X_test, y_test)}\")\n",
|
||
"predictions = knn_classifier_3.predict(X)\n",
|
||
"predictions[0]"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Accuracy score: 0.9693506493506493\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'5'"
|
||
]
|
||
},
|
||
"execution_count": 74,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 74
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 2. ($\\star$) CIFAR10 dataset<a class=\"anchor\" id=\"chapter2\"></a>"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"The CIFAR-10 and CIFAR-100 datasets are labeled subsets of the 80 million tiny images dataset. CIFAR-10 and CIFAR-100 were created by Alex Krizhevsky, Vinod Nair, and Geoffrey Hinton. \n",
|
||
"The CIFAR-10 dataset consists of 60000 32x32 colour images in 10 classes, with 6000 images per class. There are 50000 training images and 10000 test images. More information here : https://www.cs.toronto.edu/~kriz/cifar.html"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:56:15.719499Z",
|
||
"start_time": "2025-02-05T09:56:02.483518Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"import tensorflow as tf\n",
|
||
"\n",
|
||
"(X_train, y_train), (X_test, y_test) = tf.keras.datasets.cifar10.load_data()"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 75
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:56:25.552086Z",
|
||
"start_time": "2025-02-05T09:56:25.549610Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"type(X_train)"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"numpy.ndarray"
|
||
]
|
||
},
|
||
"execution_count": 76,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 76
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:56:27.171373Z",
|
||
"start_time": "2025-02-05T09:56:27.168777Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"X_train.shape, y_train.shape"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"((50000, 32, 32, 3), (50000, 1))"
|
||
]
|
||
},
|
||
"execution_count": 77,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 77
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Let us reshape `y_train` into a one-dimensional array (instead of a 2 dimensional array with one column) using `ravel` (see the very example here if needed : https://numpy.org/doc/2.1/reference/generated/numpy.ravel.html)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Let us reshape `y_train` into a one-dimensional array instead of a 2 dimensional array using `ravel` (see the very example here if needed : https://numpy.org/doc/2.1/reference/generated/numpy.ravel.html)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:56:28.805816Z",
|
||
"start_time": "2025-02-05T09:56:28.802933Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"y = y_train.ravel()\n",
|
||
"y.shape\n",
|
||
"\n"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(50000,)"
|
||
]
|
||
},
|
||
"execution_count": 78,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 78
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:56:29.943407Z",
|
||
"start_time": "2025-02-05T09:56:29.941183Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"y[0:10]"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([6, 9, 9, 4, 1, 1, 2, 7, 8, 3], dtype=uint8)"
|
||
]
|
||
},
|
||
"execution_count": 79,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 79
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:56:36.560293Z",
|
||
"start_time": "2025-02-05T09:56:36.510888Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"plt.figure()\n",
|
||
"plt.imshow(X_train[3], interpolation='nearest')\n",
|
||
"plt.show() # the image is very blurred, do not worry..."
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 81
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:56:38.807788Z",
|
||
"start_time": "2025-02-05T09:56:38.805719Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"class_names = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
|
||
"print(class_names[y[3]])"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"deer\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 82
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Each image is a 32x32x3 array that we turn into a $32*32*3$=3072 one-dimensional array using `reshape`, in order to be able to feed it to a KNN classifier. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T09:56:40.790210Z",
|
||
"start_time": "2025-02-05T09:56:40.539638Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"X = X_train.reshape(X_train.shape[0], -1)\n",
|
||
"X.shape"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(50000, 3072)"
|
||
]
|
||
},
|
||
"execution_count": 83,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 83
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Exercise 13** Same as Exercise 12. \n",
|
||
"\n",
|
||
"Warning : again, use Sklearn's classifier. \n",
|
||
"\n",
|
||
"Can you explain the poor performance of the K-NN classifier on this dataset ? "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-02-05T10:01:24.378825Z",
|
||
"start_time": "2025-02-05T10:01:07.927639Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"X1, y1 = X_test.reshape(X_test.shape[0], -1), y_test.ravel()\n",
|
||
"print(X1.shape, y1.shape)\n",
|
||
"\n",
|
||
"knn_classifier_4 = KNeighborsClassifier(n_neighbors=3)\n",
|
||
"knn_classifier_4.fit(X, y)\n",
|
||
"knn_classifier_4.score(X1, y1)"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"(10000, 3072) (10000,)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.3303"
|
||
]
|
||
},
|
||
"execution_count": 93,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 93
|
||
},
|
||
{
|
||
"metadata": {},
|
||
"cell_type": "code",
|
||
"outputs": [],
|
||
"execution_count": null,
|
||
"source": ""
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"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": "3.10.8"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|