Poly Regresion.ipynb

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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "from sklearn.preprocessing import PolynomialFeatures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('insurance.txt')\n",
    "poly = PolynomialFeatures(4, include_bias= False)\n",
    "X = data.iloc[:, :3]\n",
    "X = poly.fit_transform(X)\n",
    "X = (X - X.mean(axis= 0)) / X.std(axis= 0)\n",
    "y = data.iloc[:, 3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y)\n",
    "X_train = X_train\n",
    "X_test = X_test\n",
    "y_train = y_train.to_numpy()\n",
    "y_test = y_test.to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class RidgeRegression:\n",
    "    def __init__(self, learning_rate= 0.01, n_iters= 1000, lambda_r= 1):\n",
    "        self.lr = learning_rate\n",
    "        self.iterations = n_iters\n",
    "        self.lambda_r = lambda_r\n",
    "        self.theta = None\n",
    "        self.bias = None\n",
    "\n",
    "    def fit(self, X, y):\n",
    "        n_samples, n_features = X.shape\n",
    "        self.theta = np.random.random_sample(n_features)\n",
    "        self.bias = np.random.random_sample()\n",
    "        loss = []\n",
    "\n",
    "        for _ in range(self.iterations):\n",
    "            linear_model = X @ self.theta + self.bias\n",
    "            d_theta = (1 / n_samples) * ( -(2 * (X.T @ (y - linear_model))) + (2 * self.lambda_r * self.theta))\n",
    "            d_bias = (1 / n_samples) * (- 2 * np.sum(y - linear_model))\n",
    "            self.theta -= self.lr * d_theta\n",
    "            self.bias -= self.lr * d_bias\n",
    "            loss.append(self._calculate_cost(y, linear_model, self.lambda_r, self.theta))\n",
    "        self.loss = loss\n",
    "\n",
    "    def predict(self, X):\n",
    "        return X @ self.theta + self.bias\n",
    "    \n",
    "    def cost(self):\n",
    "        return self.loss\n",
    "\n",
    "    def _calculate_cost(self, y, z, lambda_r, theta):\n",
    "        n_samples = y.shape[0] \n",
    "        ridge_loss = (1/n_samples) * np.sum(np.square(y - z)) + (0.5 * lambda_r * np.sum(np.square(theta)))\n",
    "        return np.sqrt(ridge_loss) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "ridge = RidgeRegression(learning_rate= 0.01, n_iters= 1000, lambda_r= 1)\n",
    "ridge.fit(X_train, y_train)\n",
    "y_predicted_r = ridge.predict(X_train) \n",
    "cost_ridge = ridge.cost()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "class LassoRegression:\n",
    "    def __init__(self, learning_rate= 0.01, n_iters= 1000, lambda_l= 1):\n",
    "        self.lr = learning_rate\n",
    "        self.iterations = n_iters\n",
    "        self.lambda_l = lambda_l\n",
    "        self.theta = None\n",
    "        self.bias = None\n",
    "\n",
    "    def fit(self, X, y):\n",
    "        n_samples, n_features = X.shape\n",
    "        self.theta = np.random.random_sample(n_features)\n",
    "        self.bias = np.random.random_sample()\n",
    "\n",
    "        loss = []\n",
    "        for _ in range(self.iterations):\n",
    "            linear_model = X @ self.theta + self.bias\n",
    "            d_theta = np.zeros(n_features)\n",
    "            for j in range(n_features):\n",
    "                if self.theta[j] > 0:\n",
    "                    d_theta[j] = (1 / n_samples) * ( -(2 * (X[:, j] @ (y - linear_model))) + self.lambda_l)\n",
    "                else:\n",
    "                    d_theta[j] = (1 / n_samples) * ( -(2 * (X[:, j] @ (y - linear_model))) - self.lambda_l)\n",
    "            d_bias = (1 / n_samples) * (- 2 * np.sum(y - linear_model))\n",
    "            self.theta -= self.lr * d_theta\n",
    "            self.bias -= self.lr * d_bias\n",
    "            loss.append(self._calculate_cost(y, linear_model, self.lambda_l, self.theta))\n",
    "        self.loss = loss\n",
    "    def predict(self, X):\n",
    "        return X @ self.theta + self.bias\n",
    "    \n",
    "    def cost(self):\n",
    "        return self.loss\n",
    "\n",
    "    def _calculate_cost(self, y, z, lambda_l, theta):\n",
    "        n_samples = y.shape[0] \n",
    "        lasso_loss = (1/n_samples) * np.sum(np.square(y - z)) + (lambda_l * np.sum(np.abs(theta)))\n",
    "        return np.sqrt(lasso_loss) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "lasso = LassoRegression(learning_rate= 0.01, n_iters= 1000, lambda_l= 500)\n",
    "lasso.fit(X_train, y_train)\n",
    "y_predicted_l = lasso.predict(X_train)\n",
    "cost_lasso = lasso.cost()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_function(cost):\n",
    "    iterations = [i for i in range(1, 1001)]\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.plot(iterations, cost, color='red')\n",
    "    ax.set_xlabel('Iterations')\n",
    "    ax.set_ylabel('Cost')\n",
    "    ax.set_title('Cost vs Iterations')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plot_function(cost_ridge)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plot_function(cost_lasso)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def surface_plot(X, y, prediction, degree):\n",
    "  fig = plt.figure(figsize=[30, 50])\n",
    "  ax = fig.add_subplot(5, 2, degree, projection='3d')\n",
    "  ax.scatter(X[:,0], X[:,1], y, zdir='z', s=20, c='#9467bd', depthshade=True)\n",
    "  Y_plot = np.asarray(prediction)\n",
    "  X = np.asarray(X)\n",
    "  ax.plot_trisurf(X[:, 0], X[:, 1], Y_plot[:, 0], cmap = 'viridis')\n",
    "  ax.set_xlabel('$Age$', fontsize=10, rotation=150)\n",
    "  ax.set_ylabel('$BMI$', fontsize=10, rotation=150)\n",
    "  ax.set_zlabel('$Insurance$', fontsize=10, rotation=60)\n",
    "  ax.set_title('Degree: ' + str(degree), fontsize=20)\n",
    "  plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "error",
     "ename": "IndexError",
     "evalue": "too many indices for array: array is 1-dimensional, but 2 were indexed",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-14-fb315089dd3a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0msurface_plot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my_predicted_r\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m4\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<ipython-input-13-082eaf6c0ecc>\u001b[0m in \u001b[0;36msurface_plot\u001b[1;34m(X, y, prediction, degree)\u001b[0m\n\u001b[0;32m      5\u001b[0m   \u001b[0mY_plot\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprediction\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m   \u001b[0mX\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m   \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot_trisurf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mY_plot\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'viridis'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      8\u001b[0m   \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_xlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'$Age$'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfontsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrotation\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m150\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m   \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_ylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'$BMI$'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfontsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrotation\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m150\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mIndexError\u001b[0m: too many indices for array: array is 1-dimensional, but 2 were indexed"
     ]
    }
   ],
   "source": [
    "surface_plot(X_train, y_train, y_predicted_r, 4)"
   ]
  },
  {
   "cell_type": "code",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "surface_plot(X_train, y_train, y_predicted_l, 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}