Lesson110-MSE,RMSE,MAE.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第110讲 When select the loss function of MSE, RMSE, MAE in a regression problem?\n",
    "\n",
    "## Python学习：https://www.ixigua.com/home/77346806707?utm_source=xiguastudio¶\n",
    "\n",
    "## Python源文件及数据下载链接: https://github.com/rayc2020/LessonPythonCode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "x=np.array([10,20,30,40,50,60])\n",
    "y=np.array([15,45,50,70,110,130])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "linreg=LinearRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linreg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([10, 20, 30, 40, 50, 60])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "X=x.reshape(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[10],\n",
       "       [20],\n",
       "       [30],\n",
       "       [40],\n",
       "       [50],\n",
       "       [60]])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 15,  45,  50,  70, 110, 130])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linreg.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_predict=linreg.predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 13.57142857,  36.14285714,  58.71428571,  81.28571429,\n",
       "       103.85714286, 126.42857143])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X,y)\n",
    "#plt.plot(X,y,'Blue')\n",
    "plt.plot(X,y_predict,'Red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2.25714286]\n"
     ]
    }
   ],
   "source": [
    "print(linreg.coef_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-9.000000000000014\n"
     ]
    }
   ],
   "source": [
    "print(linreg.intercept_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([160.28571429])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linreg.predict([[75]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6.666666666666668\n",
      "55.71428571428573\n",
      "7.46420027292179\n",
      "0.9638610038610038\n"
     ]
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "\n",
    "#print MAE\n",
    "print(metrics.mean_absolute_error(y, y_predict))\n",
    "\n",
    "#print MSE\n",
    "print(metrics.mean_squared_error(y, y_predict))\n",
    "\n",
    "#print RMSE\n",
    "print(np.sqrt(metrics.mean_squared_error(y, y_predict)))\n",
    "\n",
    "#print R2\n",
    "print(metrics.r2_score(y,y_predict))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='D:\\python\\Project0-Python-MachineLearning\\Lesson110-2.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='D:\\python\\Project0-Python-MachineLearning\\Lesson110-3.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='D:\\python\\Project0-Python-MachineLearning\\Lesson110-1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results by manual calculation:\n",
      "MAE: 6.666666666666668\n",
      "MSE: 55.71428571428573\n",
      "RMSE: 7.46420027292179\n",
      "R-Squared: 0.9638610038610038\n"
     ]
    }
   ],
   "source": [
    "# calculate manually\n",
    "d = y - y_predict\n",
    "mse_f = np.mean(d**2)\n",
    "mae_f = np.mean(abs(d))\n",
    "rmse_f = np.sqrt(mse_f)\n",
    "r2_f = 1-(sum(d**2)/sum((y-np.mean(y))**2))\n",
    "\n",
    "print(\"Results by manual calculation:\")\n",
    "print(\"MAE:\",mae_f)\n",
    "print(\"MSE:\", mse_f)\n",
    "print(\"RMSE:\", rmse_f)\n",
    "print(\"R-Squared:\", r2_f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='D:\\python\\Project0-Python-MachineLearning\\Lesson110-5.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "MSE is highly biased for higher values. RMSE is better in terms of reflecting performance when dealing with large error values. RMSE is more useful when lower residual values are preferred.\n",
    "\n",
    "go for Mean Absolute Error when see Any outlier as it is robust to outlier if not then go for Mean square error as it penalizes the model for error by squaring it .\n",
    "\n",
    "If outliers in dataset we usually go with MAE else we can use MSE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='D:\\python\\Project0-Python-MachineLearning\\Lesson110-4.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}