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simple NN code in Keras (Machine Visual Culture oct 2025).ipynb
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| { | |
| "nbformat": 4, | |
| "nbformat_minor": 0, | |
| "metadata": { | |
| "colab": { | |
| "provenance": [], | |
| "authorship_tag": "ABX9TyNPmSXhVxZq4TDVM+lXft0r", | |
| "include_colab_link": true | |
| }, | |
| "kernelspec": { | |
| "name": "python3", | |
| "display_name": "Python 3" | |
| }, | |
| "language_info": { | |
| "name": "python" | |
| } | |
| }, | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/leoimpett/799fd56340e1f2941dd090516d402606/simple-nn-code-in-keras-machine-visual-culture-oct-2025.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "id": "-pTfV93NS0uC" | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [], | |
| "metadata": { | |
| "id": "2e915tDTS3Rd" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [], | |
| "metadata": { | |
| "id": "hzvEUSn3TDev" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# pip install tensorflow matplotlib numpy # if needed\n", | |
| "\n", | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import tensorflow as tf\n", | |
| "from tensorflow import keras\n", | |
| "from tensorflow.keras import layers\n" | |
| ], | |
| "metadata": { | |
| "id": "QnP4_-tdV5E2" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "\n", | |
| "# ----- Reproducibility -----\n", | |
| "np.random.seed(0)\n", | |
| "tf.random.set_seed(0)\n", | |
| "\n", | |
| "# ----- Toy data: two 2D Gaussian blobs -----\n", | |
| "n_per_class = 300\n", | |
| "mean0, mean1 = np.array([-1.2, -1.0]), np.array([+1.2, +1.0])\n", | |
| "cov = np.array([[0.5, 0.0],[0.0, 0.5]])\n", | |
| "\n", | |
| "X0 = np.random.multivariate_normal(mean0, cov, n_per_class)\n", | |
| "X1 = np.random.multivariate_normal(mean1, cov, n_per_class)\n", | |
| "X = np.vstack([X0, X1]).astype(\"float32\") # (N, 2)\n", | |
| "y = np.hstack([np.zeros(n_per_class), np.ones(n_per_class)]) # (N,)\n", | |
| "y = y.astype(\"float32\")\n", | |
| "\n", | |
| "# ----- Train/val split -----\n", | |
| "perm = np.random.permutation(len(X))\n", | |
| "split = int(0.8 * len(X))\n", | |
| "X_train, y_train = X[perm[:split]], y[perm[:split]]\n", | |
| "X_val, y_val = X[perm[split:]], y[perm[split:]]\n" | |
| ], | |
| "metadata": { | |
| "id": "482qRNrKW6rQ" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "\n", | |
| "# ----- Model -----\n", | |
| "model = keras.Sequential([\n", | |
| " layers.Input(shape=(2,)),\n", | |
| " layers.Dense(8, activation=\"relu\"),\n", | |
| " layers.Dense(1, activation=\"sigmoid\")\n", | |
| "])\n", | |
| "\n", | |
| "model.compile(\n", | |
| " optimizer=keras.optimizers.SGD(learning_rate=0.1),\n", | |
| " loss=\"binary_crossentropy\",\n", | |
| " metrics=[\"accuracy\"]\n", | |
| ")\n", | |
| "\n", | |
| "model.summary()\n", | |
| "\n", | |
| "# ----- Train -----\n", | |
| "history = model.fit(\n", | |
| " X_train, y_train,\n", | |
| " validation_data=(X_val, y_val),\n", | |
| " epochs=100,\n", | |
| " batch_size=32,\n", | |
| " verbose=0 # set to 1 to watch training\n", | |
| ")\n", | |
| "\n", | |
| "print(f\"Final val accuracy: {history.history['val_accuracy'][-1]:.3f}\")\n", | |
| "\n", | |
| "\n" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 210 | |
| }, | |
| "id": "GcTWb4GFW8Hf", | |
| "outputId": "4f282d83-417a-4c3c-c390-78ce01e0a9d9" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "\u001b[1mModel: \"sequential_3\"\u001b[0m\n" | |
| ], | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_3\"</span>\n", | |
| "</pre>\n" | |
| ] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n", | |
| "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", | |
| "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n", | |
| "│ dense_6 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m24\u001b[0m │\n", | |
| "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", | |
| "│ dense_7 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m9\u001b[0m │\n", | |
| "└─────────────────────────────────┴────────────────────────┴───────────────┘\n" | |
| ], | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n", | |
| "┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n", | |
| "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n", | |
| "│ dense_6 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span> │\n", | |
| "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", | |
| "│ dense_7 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span> │\n", | |
| "└─────────────────────────────────┴────────────────────────┴───────────────┘\n", | |
| "</pre>\n" | |
| ] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m33\u001b[0m (132.00 B)\n" | |
| ], | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">33</span> (132.00 B)\n", | |
| "</pre>\n" | |
| ] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m33\u001b[0m (132.00 B)\n" | |
| ], | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">33</span> (132.00 B)\n", | |
| "</pre>\n" | |
| ] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" | |
| ], | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n", | |
| "</pre>\n" | |
| ] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Final val accuracy: 0.992\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "\n", | |
| "\n", | |
| "# ----- Visualize decision field with imshow -----\n", | |
| "grid_size = 200\n", | |
| "x1 = np.linspace(X[:,0].min()-1, X[:,0].max()+1, grid_size)\n", | |
| "x2 = np.linspace(X[:,1].min()-1, X[:,1].max()+1, grid_size)\n", | |
| "xx, yy = np.meshgrid(x1, x2)\n", | |
| "grid = np.c_[xx.ravel(), yy.ravel()].astype(\"float32\")\n", | |
| "\n", | |
| "with tf.device(\"/CPU:0\"):\n", | |
| " probs = model.predict(grid, verbose=0).reshape(grid_size, grid_size)\n", | |
| "\n", | |
| "plt.figure(figsize=(6,6))\n", | |
| "plt.imshow(\n", | |
| " probs, extent=[x1.min(), x1.max(), x2.min(), x2.max()],\n", | |
| " origin=\"lower\", aspect=\"auto\"\n", | |
| ")\n", | |
| "plt.colorbar(label=\"P(class=1)\")\n", | |
| "plt.contour(xx, yy, probs, levels=[0.5], linewidths=2) # decision boundary\n", | |
| "plt.scatter(X_train[:,0], X_train[:,1], c=y_train, s=10, edgecolor=\"k\", alpha=0.7)\n", | |
| "plt.title(\"Keras MLP decision field\")\n", | |
| "plt.xlabel(\"x1\"); plt.ylabel(\"x2\")\n", | |
| "plt.show()\n" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 564 | |
| }, | |
| "id": "T4kFdz5CXAlI", | |
| "outputId": "b1fbd160-9136-482b-ec9b-514697c102c4" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 600x600 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "\n", | |
| "np.random.seed(0)\n", | |
| "tf.random.set_seed(0)\n", | |
| "\n", | |
| "# ----- Toy data: two 2D Gaussian blobs -----\n", | |
| "n_per_class = 300\n", | |
| "mean0, mean1 = np.array([-1.2, -1.0]), np.array([+1.2, +1.0])\n", | |
| "cov = np.array([[0.5, 0.0],[0.0, 0.5]])\n", | |
| "\n", | |
| "X0 = np.random.multivariate_normal(mean0, cov, n_per_class)\n", | |
| "X1 = np.random.multivariate_normal(mean1, cov, n_per_class)\n", | |
| "X = np.vstack([X0, X1]).astype(\"float32\") # (N, 2)\n", | |
| "y = np.hstack([np.zeros(n_per_class), np.ones(n_per_class)]) # (N,)\n", | |
| "y = y.astype(\"float32\")\n", | |
| "\n", | |
| "# ----- Train/val split -----\n", | |
| "perm = np.random.permutation(len(X))\n", | |
| "split = int(0.8 * len(X))\n", | |
| "X_train, y_train = X[perm[:split]], y[perm[:split]]\n", | |
| "X_val, y_val = X[perm[split:]], y[perm[split:]]\n", | |
| "\n", | |
| "# ----- Model -----\n", | |
| "model = keras.Sequential([\n", | |
| " layers.Input(shape=(2,)),\n", | |
| " layers.Dense(8, activation=\"relu\"),\n", | |
| " layers.Dense(1, activation=\"sigmoid\")\n", | |
| "])\n", | |
| "\n", | |
| "model.compile(\n", | |
| " optimizer=keras.optimizers.SGD(learning_rate=0.1),\n", | |
| " loss=\"binary_crossentropy\",\n", | |
| " metrics=[\"accuracy\"]\n", | |
| ")\n", | |
| "\n", | |
| "model.summary()\n", | |
| "\n", | |
| "# ----- Train -----\n", | |
| "history = model.fit(\n", | |
| " X_train, y_train,\n", | |
| " validation_data=(X_val, y_val),\n", | |
| " epochs=100,\n", | |
| " batch_size=32,\n", | |
| " verbose=0 # set to 1 to watch training\n", | |
| ")\n", | |
| "\n", | |
| "print(f\"Final val accuracy: {history.history['val_accuracy'][-1]:.3f}\")\n" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 210 | |
| }, | |
| "id": "DniywbYcW5Io", | |
| "outputId": "6012fd8c-4856-4e6e-b401-3587fd53f406" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "\u001b[1mModel: \"sequential_4\"\u001b[0m\n" | |
| ], | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_4\"</span>\n", | |
| "</pre>\n" | |
| ] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n", | |
| "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", | |
| "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n", | |
| "│ dense_8 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m24\u001b[0m │\n", | |
| "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", | |
| "│ dense_9 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m9\u001b[0m │\n", | |
| "└─────────────────────────────────┴────────────────────────┴───────────────┘\n" | |
| ], | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n", | |
| "┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n", | |
| "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n", | |
| "│ dense_8 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span> │\n", | |
| "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", | |
| "│ dense_9 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span> │\n", | |
| "└─────────────────────────────────┴────────────────────────┴───────────────┘\n", | |
| "</pre>\n" | |
| ] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m33\u001b[0m (132.00 B)\n" | |
| ], | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">33</span> (132.00 B)\n", | |
| "</pre>\n" | |
| ] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m33\u001b[0m (132.00 B)\n" | |
| ], | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">33</span> (132.00 B)\n", | |
| "</pre>\n" | |
| ] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" | |
| ], | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n", | |
| "</pre>\n" | |
| ] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Final val accuracy: 0.992\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "\n", | |
| "# ----- Visualize decision field with imshow -----\n", | |
| "grid_size = 200\n", | |
| "x1 = np.linspace(X[:,0].min()-1, X[:,0].max()+1, grid_size)\n", | |
| "x2 = np.linspace(X[:,1].min()-1, X[:,1].max()+1, grid_size)\n", | |
| "xx, yy = np.meshgrid(x1, x2)\n", | |
| "grid = np.c_[xx.ravel(), yy.ravel()].astype(\"float32\")\n", | |
| "\n", | |
| "with tf.device(\"/CPU:0\"):\n", | |
| " probs = model.predict(grid, verbose=0).reshape(grid_size, grid_size)\n", | |
| "\n", | |
| "plt.figure(figsize=(6,6))\n", | |
| "plt.imshow(\n", | |
| " probs, extent=[x1.min(), x1.max(), x2.min(), x2.max()],\n", | |
| " origin=\"lower\", aspect=\"auto\"\n", | |
| ")\n", | |
| "plt.colorbar(label=\"P(class=1)\")\n", | |
| "plt.contour(xx, yy, probs, levels=[0.5], linewidths=2) # decision boundary\n", | |
| "plt.scatter(X_train[:,0], X_train[:,1], c=y_train, s=10, edgecolor=\"k\", alpha=0.7)\n", | |
| "plt.title(\"Keras MLP decision field\")\n", | |
| "plt.xlabel(\"x1\"); plt.ylabel(\"x2\")\n", | |
| "plt.show()\n" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 564 | |
| }, | |
| "id": "16qmssQEXm8E", | |
| "outputId": "6d0e0cc2-781b-402c-e42e-b169939ec52e" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 600x600 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "\n" | |
| ], | |
| "metadata": { | |
| "id": "_JVT1mb7Wyui" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [], | |
| "metadata": { | |
| "id": "qKCOLpemXDTs" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [], | |
| "metadata": { | |
| "id": "5SMMkdRZWpwo" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| } | |
| ] | |
| } |
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