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FYSSTK-Project2/notebooks/regression-analysis.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "6dbeb580",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from sklearn.datasets import load_breast_cancer\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import StandardScaler\n",
"import plotting\n",
"\n",
"\n",
"data = load_breast_cancer()\n",
"\n",
"\n",
"feature_names = [n for n in data.feature_names if 'radius' in n or 'area' in n]\n",
"\n",
"X = data.data[:, [data.feature_names.tolist().index(n) for n in feature_names]]\n",
"y = data.data[:, [data.feature_names.tolist().index(n) for n in data.feature_names if n not in feature_names]]\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "83deb258",
"metadata": {},
"outputs": [],
"source": [
"from easynn.feedforward import Layer, FFNN, ReLU, LeakyReLU, Linear, MSELoss, Regularization\n",
"from easynn.schedulers import AdamScheduler"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "382a6b64",
"metadata": {},
"outputs": [],
"source": [
"feature_dim = X.shape[1]\n",
"target_dim = y.shape[1]\n",
"def get_regression_model(n_hidden_layers: int, n_neurons: int, activation: type=ReLU) -> list[Layer]:\n",
" layers = []\n",
" layers.append(Layer(feature_dim, n_neurons, activation_function=activation()))\n",
" for _ in range(n_hidden_layers - 1):\n",
" layers.append(Layer(n_neurons, n_neurons, activation_function=activation()))\n",
" layers.append(Layer(n_neurons, target_dim, activation_function=Linear()))\n",
" return layers\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "08a53cf3",
"metadata": {},
"outputs": [],
"source": [
"# First network test\n",
"\n",
"model = FFNN(get_regression_model(n_hidden_layers=3, n_neurons=32, activation=LeakyReLU), AdamScheduler(epochs=10000, learning_rate=1e-2), MSELoss())\n",
"model.fit(X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "f2983ade",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Mean Squared Error')"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1350x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import mean_squared_error\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"y_pred = model.predict(X_test)\n",
"mse = mean_squared_error(y_test, y_pred, multioutput='raw_values')\n",
"\n",
"sns.barplot(x=np.arange(len(mse)), y=mse)\n",
"plt.xticks(ticks=np.arange(len(mse)), labels=[n for n in data.feature_names if n not in feature_names], rotation=90)\n",
"plt.yscale(\"log\")\n",
"plt.ylabel(\"Mean Squared Error\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2df46970",
"metadata": {},
"outputs": [],
"source": [
"# Hyperparameter tuning; number of layers and neurons\n",
"n_layers_list = [1, 2, 3, 4, 5, 6]\n",
"n_neurons_list = [4, 8, 16, 32, 64, 128]\n",
"mse_results = np.zeros((len(n_layers_list), len(n_neurons_list)))\n",
"for i, n_layers in enumerate(n_layers_list):\n",
" for j, n_neurons in enumerate(n_neurons_list):\n",
" model = FFNN(get_regression_model(n_hidden_layers=n_layers, n_neurons=n_neurons, activation=LeakyReLU), AdamScheduler(epochs=5000, learning_rate=5e-4), MSELoss())\n",
" model.fit(X_train, y_train)\n",
" y_pred = model.predict(X_test)\n",
" mse = mean_squared_error(y_test, y_pred)\n",
" mse_results[i, j] = mse\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "5148a48a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1350x900 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(np.log10(mse_results), xticklabels=n_neurons_list, yticklabels=n_layers_list, annot=True, fmt=\".2f\")\n",
"plt.xlabel(\"Number of Neurons\")\n",
"plt.ylabel(\"Number of Layers\")\n",
"plt.savefig(\"nodenumber_tuning_regression.pdf\")\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "fcdc7a9a",
"metadata": {},
"outputs": [],
"source": [
"# Identify a set of good hyperparameters and evaluate\n",
"parameters = [(1, 32), (1, 64), (2, 32), (2, 64), (3, 64), (3, 128)]\n",
"mse_results_slow_scan = np.zeros((len(parameters), target_dim))\n",
"for k, (n_layers, n_neurons) in enumerate(parameters):\n",
" model = FFNN(get_regression_model(n_hidden_layers=n_layers, n_neurons=n_neurons, activation=LeakyReLU), AdamScheduler(epochs=20000, learning_rate=5e-4), MSELoss())\n",
" model.fit(X_train, y_train)\n",
" y_pred = model.predict(X_test)\n",
" mse = mean_squared_error(y_test, y_pred, multioutput='raw_values')\n",
" mse_results_slow_scan[k, :] = mse"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "faa1838c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1350x900 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(np.log10(mse_results_slow_scan), xticklabels=[n for n in data.feature_names if n not in feature_names], yticklabels=[f\"L{l}_N{n}\" for l, n in parameters],)\n",
"plt.xticks(rotation=45, ha='right')\n",
"plt.xlabel(\"Target Features\")\n",
"plt.ylabel(\"Model (Layers_Neurons)\")\n",
"plt.tight_layout()\n",
"plt.savefig(\"regression_detailed_hyperparameter_scan.pdf\")\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "bc255d9c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1350x900 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib.colors import ListedColormap\n",
"\n",
"log_mse = np.log10(mse_results_slow_scan)\n",
"\n",
"fig, ax = plt.subplots()\n",
"\n",
"# Compute a 2D histogram: x = log10(MSE), y = parameter index\n",
"# 'bins' can be adjusted for smoother or more detailed output\n",
"cmap = sns.color_palette(\"rocket\", as_cmap=True)\n",
"h = ax.hist2d(\n",
" x=log_mse.ravel(),\n",
" y=np.repeat(np.arange(len(parameters)), log_mse.shape[1]),\n",
" bins=[np.linspace(-5, 2, 15), len(parameters)],\n",
" cmap=cmap\n",
")\n",
"\n",
"# Label axes\n",
"ax.set_xlabel(\"log10(MSE)\")\n",
"ax.set_ylabel(\"Parameter set\")\n",
"ax.set_yticks(np.arange(len(parameters)))\n",
"ax.set_yticklabels([f\"L{l}_N{n}\" for l, n in parameters])\n",
"ax.set_title(\"2D Histogram of log10(MSE) per Parameter Set\")\n",
"\n",
"# Add colorbar\n",
"fig.colorbar(h[3], ax=ax, label=\"Count\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "9ea48022",
"metadata": {},
"outputs": [],
"source": [
"n_hidden_layers = 2\n",
"n_neurons = 32\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "2b4c6c07",
"metadata": {},
"outputs": [],
"source": [
"\n",
"# regularization test\n",
"layers = get_regression_model(n_hidden_layers=n_hidden_layers, n_neurons=n_neurons, activation=LeakyReLU)\n",
"regularization_strengths = [0.0, 1e-5, 1e-4, 1e-3, 1e-2]\n",
"mse_results_reg = np.zeros(len(regularization_strengths))\n",
"for i, reg_strength in enumerate(regularization_strengths):\n",
" for layer in layers:\n",
" layer.regularization = Regularization(reg_strength, 'l2')\n",
" model = FFNN(layers, AdamScheduler(epochs=20000, learning_rate=1e-4), MSELoss())\n",
" model.fit(X_train, y_train)\n",
" y_pred = model.predict(X_test)\n",
" mse = mean_squared_error(y_test, y_pred)\n",
" mse_results_reg[i] = mse"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "dc0c201d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1350x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(x=[str(r) for r in regularization_strengths], y=mse_results_reg)\n",
"plt.yscale(\"log\")\n",
"plt.xlabel(\"L2 Regularization Strength\")\n",
"plt.ylabel(\"Mean Squared Error\")\n",
"plt.tight_layout()\n",
"plt.savefig(\"regression_regularization_tuning.pdf\")"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "f228fe14",
"metadata": {},
"outputs": [],
"source": [
"reg_strength = 1e-3"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "3802a70b",
"metadata": {},
"outputs": [],
"source": [
"# Check final model training\n",
"layers = get_regression_model(n_hidden_layers=n_hidden_layers, n_neurons=n_neurons, activation=LeakyReLU)\n",
"for layer in layers:\n",
" layer.regularization = Regularization(reg_strength, 'l2')\n",
"model = FFNN(layers, AdamScheduler(epochs=20000, learning_rate=1e-4), MSELoss())\n",
"model.fit(X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "cac82a2b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1350x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=np.arange(20000), y=model.scheduler.loss_history)\n",
"plt.yscale(\"log\")\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "d860a38e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1350x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"y_pred = model.predict(X_test)\n",
"mse = mean_squared_error(y_test, y_pred, multioutput='raw_values')\n",
"\n",
"sns.barplot(x=np.arange(len(mse)), y=mse)\n",
"plt.xticks(ticks=np.arange(len(mse)), labels=[n for n in data.feature_names if n not in feature_names], rotation=90)\n",
"plt.yscale(\"log\")\n",
"plt.ylabel(\"Mean Squared Error\")\n",
"plt.tight_layout()\n",
"plt.savefig(\"regression_final_model_performance.pdf\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0ba6ac8b",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "project2",
"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": "3.13.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}