diff --git a/.gitignore b/.gitignore
index 13597e6..60cd6e3 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,3 @@
/Exercices Global/Datasets
-/.DS_Store
\ No newline at end of file
+/.DS_Store
+.venv
\ No newline at end of file
diff --git a/Chap -2- Modules scientifiques/1.2 - Numpy : Indexing, Slicing, Boolean Indexing.ipynb b/Chap -2- Modules scientifiques/1.2 - Numpy : Indexing, Slicing, Boolean Indexing.ipynb
deleted file mode 100644
index 008d7ed..0000000
--- a/Chap -2- Modules scientifiques/1.2 - Numpy : Indexing, Slicing, Boolean Indexing.ipynb
+++ /dev/null
@@ -1,479 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {
- "colab_type": "text",
- "id": "view-in-github"
- },
- "source": [
- "
"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "colab_type": "text",
- "id": "fSHwZpIIwFpJ"
- },
- "source": [
- "# Numpy : Slicing et Indexing"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "colab": {},
- "colab_type": "code",
- "id": "E-lT2y69wDFo"
- },
- "outputs": [],
- "source": [
- "import numpy as np"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "colab_type": "text",
- "id": "ATfvY3TfwMwj"
- },
- "source": [
- "## Indexing et Slicing\n",
- "Le fonctionnement est le meme que pour les listes"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 51
- },
- "colab_type": "code",
- "id": "L2GYzkyLwL4b",
- "outputId": "1b40595a-b960-4bdd-8ca6-016ea6982019"
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[[1 2 3]\n",
- " [4 5 6]]\n"
- ]
- }
- ],
- "source": [
- "A = np.array([[1, 2, 3], [4, 5, 6]])\n",
- "print(A)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 34
- },
- "colab_type": "code",
- "id": "n4QxLfEvwW6D",
- "outputId": "717ae00a-8876-4eef-f4c0-16e97d57c0c2"
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "10"
- ]
- },
- "execution_count": 14,
- "metadata": {
- "tags": []
- },
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Pour acceder a la ligne 0, colonne 1\n",
- "A[0, 1] "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 51
- },
- "colab_type": "code",
- "id": "80zuAM1XweEX",
- "outputId": "3cdd7044-4393-4a38-b565-7303e1e049bb"
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "array([[10, 10],\n",
- " [10, 10]])"
- ]
- },
- "execution_count": 16,
- "metadata": {
- "tags": []
- },
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Pour selectionner les blocs de la ligne (0-1) colonne (0-1)\n",
- "A[0:2, 0:2]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 51
- },
- "colab_type": "code",
- "id": "46t18720wvGQ",
- "outputId": "2093eb31-9d98-4ecf-c20f-e0f46f5e6892"
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[[10 10 3]\n",
- " [10 10 6]]\n"
- ]
- }
- ],
- "source": [
- "A[0:2, 0:2] = 10\n",
- "print(A)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "colab_type": "text",
- "id": "b47UQK5SxrrB"
- },
- "source": [
- "## Boolean Indexing"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 102
- },
- "colab_type": "code",
- "id": "ZTi_PHKXxqL7",
- "outputId": "e16c2c9f-063c-4cdb-e518-15716e35f515"
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[[ True True True]\n",
- " [ True False False]]\n",
- "[1 2 3 4]\n",
- "[[4 4 4]\n",
- " [4 5 6]]\n"
- ]
- }
- ],
- "source": [
- "A = np.array([[1, 2, 3], [4, 5, 6]])\n",
- " \n",
- "print(A<5) # masque booléen\n",
- " \n",
- "print(A[A < 5]) # sous-ensemble filtré par le masque booléen\n",
- " \n",
- "A[A<5] = 4 # convertit les valeurs sélectionnées.\n",
- "print(A)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "colab_type": "text",
- "id": "mwKtRInqxEfH"
- },
- "source": [
- "## Exercices et Solutions\n",
- "### Exercice 1\n",
- "\n",
- "Remplir les 4 blocs du milieux par des \"1\""
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 85
- },
- "colab_type": "code",
- "id": "HIlHX52pwzgm",
- "outputId": "48929561-2239-4908-85c0-5dcd66ef3267"
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "array([[0., 0., 0., 0.],\n",
- " [0., 0., 0., 0.],\n",
- " [0., 0., 0., 0.],\n",
- " [0., 0., 0., 0.]])"
- ]
- },
- "execution_count": 10,
- "metadata": {
- "tags": []
- },
- "output_type": "execute_result"
- }
- ],
- "source": [
- "B = np.zeros((4, 4))\n",
- "B"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 85
- },
- "colab_type": "code",
- "id": "v9E4H5NPxJMS",
- "outputId": "ddaba572-0670-4be0-a2d0-13d2fdb14920"
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "array([[0., 0., 0., 0.],\n",
- " [0., 1., 1., 0.],\n",
- " [0., 1., 1., 0.],\n",
- " [0., 0., 0., 0.]])"
- ]
- },
- "execution_count": 11,
- "metadata": {
- "tags": []
- },
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# SOLUTION\n",
- "B[1:3 , 1:3] = 1\n",
- "B"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "colab_type": "text",
- "id": "1gej5xE5ybh7"
- },
- "source": [
- "### Exercice 2\n",
- "Remplir le tableau de \"1\" (une ligne sur deux, une colonne sur deux depuit la premier ligne/colone jusque l'avant dernier)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 102
- },
- "colab_type": "code",
- "id": "ZKVZTTumxSGp",
- "outputId": "1cf44386-13dd-4b95-fd00-d97026db01d6"
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "array([[0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
- " [0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
- " [0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
- " [0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
- " [0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
- " [0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
- " [0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
- " [0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
- " [0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
- " [0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]])"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "C = np.zeros((10, 10))\n",
- "C"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 102
- },
- "colab_type": "code",
- "id": "30qli8E7xjB7",
- "outputId": "9631b31c-3dce-4b26-903f-11d6662705cf"
- },
- "outputs": [],
- "source": [
- "# SOLUTION\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "colab_type": "text",
- "id": "UQzVfS1LzSXR"
- },
- "source": [
- "### Exercice 3\n",
- "Sur l'image ci dessous, effectuer un slicing pour ne garder que la moitié de l'image (en son centre) et remplacer tous les pixels > 150 par des pixels = 255"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 23,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 286
- },
- "colab_type": "code",
- "id": "zKRYt0GdzI3G",
- "outputId": "e138a174-c355-4ee4-ba1c-d6a1d8e5d32c"
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light",
- "tags": []
- },
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- "(768, 1024)"
- ]
- },
- "execution_count": 23,
- "metadata": {
- "tags": []
- },
- "output_type": "execute_result"
- }
- ],
- "source": [
- "from scipy import misc\n",
- "import matplotlib.pyplot as plt\n",
- "face = misc.face(gray=True)\n",
- "plt.imshow(face, cmap=plt.cm.gray)\n",
- "plt.show()\n",
- "face.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 269
- },
- "colab_type": "code",
- "id": "6prJgK_J0IP5",
- "outputId": "c0d01a60-48a7-4686-924a-5d2d12a77d4a"
- },
- "outputs": [],
- "source": [
- "# SOLUTION\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "colab": {},
- "colab_type": "code",
- "id": "hBxTWjki0QrF"
- },
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "colab": {
- "authorship_tag": "ABX9TyNh0ytk+SQLkQOm8nF3wMOc",
- "include_colab_link": true,
- "name": "Untitled8.ipynb",
- "provenance": []
- },
- "kernelspec": {
- "display_name": "base",
- "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": "3.8.5 (default, Sep 4 2020, 02:22:02) \n[Clang 10.0.0 ]"
- },
- "vscode": {
- "interpreter": {
- "hash": "7b34b089ce0dfc9935940e0a22050b2949fa617f7a2b73925623c261bed16aeb"
- }
- }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}
diff --git a/README.md b/README.md
index 3cc2d6a..c3240be 100644
--- a/README.md
+++ b/README.md
@@ -48,9 +48,44 @@ To run the code in this tutorial, you will need to have Python 3 installed on yo
Scikit-learn
You can install these modules using pip or conda, depending on your preferred package manager.
-License
-
+# Using a Virtual Environment
+It’s recommended to work inside a virtual environment to isolate dependencies for this
+## 1. Create a virtual environment in the root folder
+```bash
+python -m venv .venv
+```
+> This will create a folder named .venv containing an isolated Python environment
+
+## 2. Activate the virtual environment
+- On Windows (PowerShell):
+```
+.\.venv\Scripts\activate
+```
+- On Linux / macOS:
+```
+source .venv/bin/activate
+```
+Once activated, your terminal prompt should show the environment name
+## 3. Install required dependencies
+```bash
+pip install -r requirements.txt
+```
+> If you’re using Anaconda, you can alternatively run:
+>```bash
+>conda install --file requirements.txt
+>```
+## 4. Verify installation
+To make sure everything is set up correctly:
+```bash
+python --version
+pip list
+```
+## 💡 Tip
+If you install new packages while working on the project, you can update the requirements file with:
+```bash
+pip freeze > requirements.txt
+```
# Contributing
If you would like to contribute to this tutorial, feel free to submit a pull request. We welcome contributions from the community and are happy to review and merge in new features and improvements.
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..21c0a60
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,10 @@
+pandas
+numpy
+scipy
+matplotlib
+seaborn
+notebook
+nbformat
+nbconvert
+pytest
+nbqa