{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2f85ab55-1ae2-4c33-80e3-b23071620818",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_circles\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Create a dataset with 10,000 samples.\n",
    "X, y = make_circles(n_samples = 10000,\n",
    "                    noise= 0.05,\n",
    "                    random_state=26)\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.33, random_state=26)\n",
    "\n",
    "# Visualize the data.\n",
    "fig, (train_ax, test_ax) = plt.subplots(ncols=2, sharex=True, sharey=True, figsize=(10, 5))\n",
    "train_ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=plt.cm.Spectral)\n",
    "train_ax.set_title(\"Training Data\")\n",
    "train_ax.set_xlabel(\"Feature #0\")\n",
    "train_ax.set_ylabel(\"Feature #1\")\n",
    "\n",
    "test_ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test)\n",
    "test_ax.set_xlabel(\"Feature #0\")\n",
    "test_ax.set_title(\"Testing data\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a5cf44a7-9290-4a51-8ab3-416d514bf80a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Your task is build a neutral net to classify the two datasets above, use the training and testing sets for your analysis.\n",
    "# a) show the weights\n",
    "# b) show the confidence matrix\n",
    "# c) plot the predictions"
   ]
  }
 ],
 "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": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
