From 4ee183b0a127542de1379b87553ac849f4ca96ff Mon Sep 17 00:00:00 2001 From: Arthur Danjou Date: Wed, 4 Jun 2025 20:12:39 +0200 Subject: [PATCH] Add files via upload --- neural_network.ipynb | 327 +++++++++++++++++++++++++++++++------------ 1 file changed, 237 insertions(+), 90 deletions(-) diff --git a/neural_network.ipynb b/neural_network.ipynb index 9c452c0..e4cd942 100644 --- a/neural_network.ipynb +++ b/neural_network.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 10, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -152,7 +152,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -173,39 +173,14 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import train_test_split\n", - "\n", - "\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.preprocessing import StandardScaler\n", - "\n", - "scaler = StandardScaler()\n", - "X_train_scaled = scaler.fit_transform(X_train)\n", - "X_test_scaled = scaler.transform(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def build_model():\n", " model = tf.keras.models.Sequential([\n", - " tf.keras.layers.Dense(16, activation='relu', input_shape=(X.shape[1],)),\n", - " tf.keras.layers.Dense(8, activation='relu'),\n", + " tf.keras.layers.Dense(16, activation='relu', input_shape=(X.shape[1],), kernel_regularizer=tf.keras.regularizers.l2(0.01)),\n", + " tf.keras.layers.Dense(8, activation='relu', kernel_regularizer=tf.keras.regularizers.l2(0.01)),\n", " tf.keras.layers.Dense(1, activation='sigmoid')\n", " ])\n", " model.compile(\n", @@ -218,7 +193,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -233,43 +208,87 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 70: early stopping\n", - "Restoring model weights from the end of the best epoch: 60.\n", - "Epoch 58: early stopping\n", - "Restoring model weights from the end of the best epoch: 48.\n", - "Epoch 20: early stopping\n", - "Restoring model weights from the end of the best epoch: 10.\n", - "Restoring model weights from the end of the best epoch: 100.\n", - "Epoch 90: early stopping\n", - "Restoring model weights from the end of the best epoch: 80.\n" + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n", + "Fold 1 - F1-score : 0.7333\n" ] }, { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/arthurdanjou/Workspace/studies/.venv/lib/python3.12/site-packages/keras/src/layers/core/dense.py:93: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy moyenne sur validation croisée : 0.7082\n" + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n", + "Fold 2 - F1-score : 0.6667\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/arthurdanjou/Workspace/studies/.venv/lib/python3.12/site-packages/keras/src/layers/core/dense.py:93: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n", + "Fold 3 - F1-score : 0.7222\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/arthurdanjou/Workspace/studies/.venv/lib/python3.12/site-packages/keras/src/layers/core/dense.py:93: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n", + "Fold 4 - F1-score : 0.9231\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/arthurdanjou/Workspace/studies/.venv/lib/python3.12/site-packages/keras/src/layers/core/dense.py:93: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n", + "Fold 5 - F1-score : 0.7586\n", + "\n", + "F1-score moyen sur 5 folds : 0.7608\n" ] } ], "source": [ + "from sklearn.metrics import f1_score\n", "from sklearn.model_selection import StratifiedKFold\n", "from keras.callbacks import EarlyStopping\n", + "from sklearn.preprocessing import StandardScaler\n", "\n", "\n", "skf = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)\n", - "accuracies = []\n", - "fold = 1\n", + "f1_scores = []\n", + "histories = []\n", "\n", "early_stopping = EarlyStopping(\n", " monitor='val_loss',\n", @@ -278,58 +297,85 @@ " verbose=1\n", ")\n", "\n", - "fig, axes = plt.subplots(3, 2, figsize=(15, 20))\n", - "axes = axes.ravel()\n", - "\n", - "for train_idx, val_idx in skf.split(X_train_scaled, y_train):\n", - " X_tr, X_val = X_train_scaled[train_idx], X_train_scaled[val_idx]\n", - " y_tr, y_val = y_train.iloc[train_idx], y_train.iloc[val_idx]\n", + "for fold, (train_idx, val_idx) in enumerate(skf.split(X, y), 1):\n", + " X_train, X_val = X.iloc[train_idx], X.iloc[val_idx]\n", + " y_train, y_val = y.iloc[train_idx], y.iloc[val_idx]\n", "\n", + " # Standardisation\n", + " scaler = StandardScaler()\n", + " X_train_scaled = scaler.fit_transform(X_train)\n", + " X_val_scaled = scaler.transform(X_val)\n", + " \n", " model = build_model()\n", - " history = model.fit(X_tr, y_tr,\n", - " validation_data=(X_val, y_val),\n", - " epochs=100, batch_size=16, verbose=0, callbacks=[early_stopping])\n", "\n", - " acc = model.evaluate(X_val, y_val, verbose=0)[1]\n", - " accuracies.append(acc)\n", + " model.compile(\n", + " optimizer='adam',\n", + " loss='binary_crossentropy',\n", + " metrics=[\"f1_score\"]\n", + " )\n", "\n", - " axes[fold-1].plot(history.history['loss'], label='Train')\n", - " axes[fold-1].plot(history.history['val_loss'], '--', label='Validation')\n", - " axes[fold-1].set_title(f'Fold {fold}')\n", - " axes[fold-1].set_xlabel('Époques')\n", - " axes[fold-1].set_ylabel('Binary Crossentropy Loss')\n", - " axes[fold-1].legend()\n", - " axes[fold-1].grid(True)\n", - " fold += 1\n", + " # EarlyStopping\n", + " callback = tf.keras.callbacks.EarlyStopping(monitor='val_loss', patience=10, restore_best_weights=True)\n", "\n", - "# Hide the last (empty) subplot\n", - "axes[-1].set_visible(False)\n", + " # Entraînement\n", + " history = model.fit(\n", + " X_train_scaled, y_train,\n", + " epochs=50,\n", + " batch_size=8,\n", + " validation_data=(X_val_scaled, y_val),\n", + " callbacks=[callback],\n", + " verbose=0,\n", + " class_weight={0: 1.0, 1: 2.0}\n", + " )\n", + " \n", + " histories.append(history.history)\n", "\n", - "plt.tight_layout()\n", - "plt.show()\n", + " # Prédiction & F1\n", + " y_pred_val = (model.predict(X_val_scaled) > 0.5).astype(int)\n", + " score = f1_score(y_val, y_pred_val)\n", + " f1_scores.append(score)\n", + " print(f\"Fold {fold} - F1-score : {score:.4f}\")\n", "\n", - "print(f\"Accuracy moyenne sur validation croisée : {np.mean(accuracies):.4f}\")" + "print(f\"\\nF1-score moyen sur 5 folds : {np.mean(f1_scores):.4f}\")" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 19, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Performance finale sur test : 0.7500\n" - ] + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# Évaluation finale sur le jeu de test\n", - "final_model = build_model()\n", - "final_model.fit(X_train_scaled, y_train, epochs=100, batch_size=16, verbose=0)\n", - "test_loss, test_acc = final_model.evaluate(X_test_scaled, y_test, verbose=0)\n", - "print(f\"Performance finale sur test : {test_acc:.4f}\")" + "fig, axes = plt.subplots(3, 2, figsize=(12, 12), sharey=True) # 3 rows, 2 columns\n", + "axes = axes.flatten() # Flatten to easily iterate\n", + "\n", + "for i, (hist, ax) in enumerate(zip(histories, axes)):\n", + " ax.plot(hist['loss'], label='Train loss', alpha=0.6)\n", + " ax.plot(hist['val_loss'], label='Val loss', linestyle='--', alpha=0.6)\n", + " ax.set_title(f\"Fold {i+1}\")\n", + " ax.set_xlabel(\"Epochs\")\n", + " if i % 2 == 0:\n", + " ax.set_ylabel(\"Binary Crossentropy\")\n", + " ax.legend(fontsize=8)\n", + " ax.grid(True)\n", + "\n", + "# Hide any unused subplots if histories < 6\n", + "for j in range(len(histories), len(axes)):\n", + " fig.delaxes(axes[j])\n", + "\n", + "plt.suptitle(\"Évolution de la loss sur chaque fold\")\n", + "plt.tight_layout(rect=[0, 0, 1, 0.96])\n", + "plt.show()" ] }, { @@ -353,14 +399,115 @@ ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 20, "metadata": {}, - "source": [] + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/arthurdanjou/Workspace/studies/.venv/lib/python3.12/site-packages/keras/src/layers/core/dense.py:93: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n", + " precision recall f1-score support\n", + "\n", + " Sain 0.71 0.45 0.56 11\n", + " Malade 0.65 0.85 0.73 13\n", + "\n", + " accuracy 0.67 24\n", + " macro avg 0.68 0.65 0.64 24\n", + "weighted avg 0.68 0.67 0.65 24\n", + "\n", + "0.7333333333333333\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.metrics import f1_score, classification_report\n", + "import tensorflow as tf\n", + "import numpy as np\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)\n", + "\n", + "scaler = StandardScaler()\n", + "X_train_scaled = scaler.fit_transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)\n", + "\n", + "model = build_model()\n", + "\n", + "model.compile(\n", + " optimizer='adam',\n", + " loss='binary_crossentropy'\n", + ")\n", + "\n", + "callback = tf.keras.callbacks.EarlyStopping(monitor='val_loss', patience=10, restore_best_weights=True)\n", + "\n", + "history = model.fit(\n", + " X_train_scaled, y_train,\n", + " epochs=50,\n", + " batch_size=8,\n", + " validation_split=0.2,\n", + " callbacks=[callback],\n", + " verbose=0,\n", + " class_weight={0: 1.0, 1: 2.0}\n", + ")\n", + "\n", + "\n", + "y_pred_test = (model.predict(X_test_scaled) > 0.5).astype(int)\n", + "\n", + "print(classification_report(y_test, y_pred_test, target_names=[\"Sain\", \"Malade\"]))\n", + "print(f1_score(y_test, y_pred_test))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "plt.plot(history.history['loss'], label='Loss (train)')\n", + "plt.plot(history.history['val_loss'], label='Loss (val)', linestyle='--')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Binary Cross-Entropy Loss')\n", + "plt.title('Courbe d\\'apprentissage')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": [] + "source": [ + "Lors de l'entraînement de mon réseau de neurones sur le dataset Breast Cancer Coimbra, j’ai obtenu un score F1 de 0.75, ce qui indique une bonne capacité du modèle à détecter les cas positifs (patients malades) tout en limitant les faux positifs.\n", + "\n", + "Un comportement particulier observé durant l’entraînement est que la val_loss est systématiquement inférieure à la train_loss. Ce phénomène s'explique principalement par l'utilisation de la régularisation L2, qui pénalise les poids uniquement pendant la phase d'entraînement, et non lors de l’évaluation sur les données de validation.\n", + "De plus, la taille réduite du dataset, l'emploi de class_weights pour compenser le léger déséquilibre des classes, ainsi que l'utilisation du early stopping, peuvent accentuer cet écart.\n", + "\n", + "Ce comportement n’est pas problématique tant que les performances en validation restent stables et satisfaisantes, ce qui est le cas ici avec un score F1 élevé, métrique prioritaire dans un contexte médical où le rappel est crucial." + ] } ], "metadata": {