cjmcgraw/0001-anomaly-detection.ipynb

## 0001-anomaly-detection.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "import scipy as sp\n",
    "import scipy.io as spio\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import math\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (20, 15)\n",
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "first 5 rows of training data:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature1</th>\n",
       "      <th>feature2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13.046815</td>\n",
       "      <td>14.741152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13.408520</td>\n",
       "      <td>13.763270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>14.195915</td>\n",
       "      <td>15.853181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>14.914701</td>\n",
       "      <td>16.174260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13.576700</td>\n",
       "      <td>14.042849</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    feature1   feature2\n",
       "0  13.046815  14.741152\n",
       "1  13.408520  13.763270\n",
       "2  14.195915  15.853181\n",
       "3  14.914701  16.174260\n",
       "4  13.576700  14.042849"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_data = spio.loadmat(\"machine-learning-ex8/ex8/ex8data1.mat\")\n",
    "\n",
    "test_df = pd.DataFrame({\n",
    "    \"feature1\": raw_data['Xval'][:,0],\n",
    "    \"feature2\": raw_data['Xval'][:,1],\n",
    "    \"label\": raw_data['yval'][:,0],\n",
    "}, index=range(raw_data['X'].shape[0]))\n",
    "\n",
    "train_df = pd.DataFrame({\n",
    "    \"feature1\": raw_data['X'][:,0],\n",
    "    \"feature2\": raw_data['X'][:,1]\n",
    "}, index=range(raw_data['X'].shape[0]))\n",
    "\n",
    "print(\"first 5 rows of training data:\")\n",
    "train_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train positive rate: 0.029315960912052116\n"
     ]
    }
   ],
   "source": [
    "print(f\"train positive rate: {sum(test_df.label) / len(test_df.label)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# What do the features look like vs eachother?\n",
    "\n",
    "Since I know I am dealing with a problem that is non-linear in nature I can look at a scatter plot of the two values and distinctly see a line cannot fit or be easily drawn through the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb9c0cb8748>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    test_df\n",
    "    .plot\n",
    "    .scatter(\n",
    "        x='feature1',\n",
    "        y='feature2',\n",
    "        title='feature1 vs feature2',\n",
    "        color=['r' if x == 1 else 'black' for x in test_df.label]\n",
    "    )\n",
    ")"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How do we solve this type of problem?\n",
    "\n",
    "A tried and true approach to solving a non-linear problem is to cast it into the \"probability space\". That is treat it like a problem that can be answered with a probability.\n",
    "\n",
    "For each new value, what is the probability of it being an anomaly?\n",
    "\n",
    "So imagine we have some function, which Andrew calls\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "Here calling `p(x)` returns a value that is the probability of `x` ocurring\n",
    "\n",
    "If we plotted all of the points we had for x as a chart, we would have what we call a probability density function or PDF. The PDF and the histogram of two values are normally identical as the sample size increases\n",
    "\n",
    "So like most things in Math we've simply kicked the can down the road.\n",
    "\n",
    "## What probability function should I use?\n",
    "\n",
    "When I say probability function. I really mean what analytical function should we map the data to, so it looks the most correct. Generally when we are doing this process (finding a similarity function for density) we will call the resulting function the \"kernel\" function.\n",
    "\n",
    "Thus this process is normally called \"kernel density estimation\".\n",
    "\n",
    "Andrew follows a pattern that I am not a huge fan of. Specifically its manually engaging with the data for feature engineering. I think there are dozens of more modern, less manual approaches that always perform better. But I will not bring them up here.\n",
    "\n",
    "specifically he recommends that you consider using a normal distribution for the problems. This is one choice of hundreds, and [you should be familiar with them all](https://www.itl.nist.gov/div898/handbook/eda/section3/eda366.htm) if you're going to use this approach\n",
    "\n",
    "## What do my distributions currently look like?\n",
    "\n",
    "Well we can always visualize the histograms to get a sense of a probability distribution over a feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'feature1')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    train_df\n",
    "    .feature1\n",
    "    .plot\n",
    "    .hist(\n",
    "        bins=50,\n",
    "        title='Histogram of feature1',\n",
    "    )\n",
    "    .set_xlabel('feature1')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'feature2')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    train_df\n",
    "    .feature2\n",
    "    .plot\n",
    "    .hist(\n",
    "        bins=50,\n",
    "        title='Histogram of feature2',\n",
    "    )\n",
    "    .set_xlabel('feature2')\n",
    ")"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Both features appear to be normally distributed\n",
    "\n",
    "So it looks like we can probably use Andrew's method given this data, because everything is appropriately normally distributed\n",
    "\n",
    "Andrew will have us estimate this problem using the following kernel. Which is the function for the normal distribution:\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "we will need to empirically learn/encode the mean and standard deviation which we can think of as the theta/weights for this problem.\n",
    "\n",
    "So each feature will need two weights to be encoded.\n",
    "\n",
    "Andrew asks us to hand calculate the mean and variance for the distribution. Here is the function he gives, defined correctly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def estimate_gaussian(X):\n",
    "    m, n = X.shape\n",
    "\n",
    "    # You should return these values correctly\n",
    "    mu = np.zeros(n)\n",
    "    sigma2 = np.zeros(n)\n",
    "\n",
    "    # ====================== YOUR CODE HERE ======================\n",
    "\n",
    "    mu = np.mean(X)\n",
    "    sigma2 = np.var(X)\n",
    "    \n",
    "    # =============================================================\n",
    "    return mu, sigma2\n",
    "\n",
    "def build_probability_function(data):\n",
    "    mean, variance = estimate_gaussian(data.reshape(-1, 1))\n",
    "    def p(x):\n",
    "        coeff = (2 * np.pi * variance) ** -1/2\n",
    "        logit = -1 * (x - mean) ** 2 /  (2 * variance)\n",
    "        return coeff * np.exp(logit)\n",
    "    return p\n",
    "\n",
    "class MyKDE:\n",
    "    def fit(self, features):\n",
    "        self.probability_fns = [\n",
    "            build_probability_function(data)\n",
    "            for data in features.T\n",
    "        ]\n",
    "    \n",
    "    def predict(self, features):\n",
    "        data_with_fns = zip(features.T, self.probability_fns)\n",
    "        probs = [p(data) for data, p in data_with_fns]\n",
    "        return np.product(probs, axis=0).reshape(-1, 1)\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using the probability funtion\n",
    "\n",
    "Above I defined a class that has a fit and predict function. Fit encodes the probability functions to the data given, predict returns the probabilities given some data.\n",
    "\n",
    "Together I can use these with the training data to get an initial model running"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data = train_df[['feature1', 'feature2']].values\n",
    "\n",
    "estimator = MyKDE()\n",
    "estimator.fit(train_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Now the model is trained we can predict with it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature1</th>\n",
       "      <th>feature2</th>\n",
       "      <th>label</th>\n",
       "      <th>probs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>15.790260</td>\n",
       "      <td>14.921024</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13.639619</td>\n",
       "      <td>15.329955</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>14.865899</td>\n",
       "      <td>16.473865</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13.584676</td>\n",
       "      <td>13.989306</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13.464042</td>\n",
       "      <td>15.635330</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    feature1   feature2  label     probs\n",
       "0  15.790260  14.921024      0  0.000936\n",
       "1  13.639619  15.329955      0  0.001841\n",
       "2  14.865899  16.473865      0  0.000915\n",
       "3  13.584676  13.989306      0  0.001391\n",
       "4  13.464042  15.635330      0  0.001600"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_data = test_df[['feature1', 'feature2']].values\n",
    "probs_df = (\n",
    "    test_df\n",
    "    .assign(probs=estimator.predict(test_data))\n",
    ")\n",
    "probs_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# These are our predictions of the anomalous events"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature1</th>\n",
       "      <th>feature2</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>12.962756</td>\n",
       "      <td>11.865333</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>15.604995</td>\n",
       "      <td>18.957829</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>19.289540</td>\n",
       "      <td>10.675741</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>8.738571</td>\n",
       "      <td>16.795808</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>0.307938</td>\n",
       "      <td>5.391413</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>28.541786</td>\n",
       "      <td>21.599776</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>19.034988</td>\n",
       "      <td>12.028949</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>14.375779</td>\n",
       "      <td>23.355973</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>8.778066</td>\n",
       "      <td>16.689526</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      feature1   feature2  label\n",
       "192  12.962756  11.865333      0\n",
       "246  15.604995  18.957829      0\n",
       "300  19.289540  10.675741      1\n",
       "301   8.738571  16.795808      1\n",
       "302   0.307938   5.391413      1\n",
       "303  28.541786  21.599776      1\n",
       "304  19.034988  12.028949      1\n",
       "305  14.375779  23.355973      1\n",
       "306   8.778066  16.689526      1"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_df[estimator.predict(test_data) < 1e-4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb9c0bd4128>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    train_df\n",
    "    .plot\n",
    "    .scatter(\n",
    "        x='feature1',\n",
    "        y='feature2',\n",
    "        color=['r' if probs < 1e-4 else 'black' for probs in estimator.predict(train_data)],\n",
    "        title='Prediction across training data'\n",
    "    )\n",
    "\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb9c09f7c88>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def colorize(label, probs):\n",
    "    anomalous = bool(probs < 1e-4)\n",
    "    outlier = bool(label == 1)\n",
    "    if outlier and anomalous:\n",
    "        return 'b'\n",
    "    if outlier and not anomalous:\n",
    "        return 'r'\n",
    "    if not outlier and anomalous:\n",
    "        return 'yellow'\n",
    "    return 'black'\n",
    "\n",
    "(\n",
    "    test_df\n",
    "    .assign(probs=estimator.predict(test_data))\n",
    "    .plot\n",
    "    .scatter(\n",
    "        x='feature1',\n",
    "        y='feature2',\n",
    "        color=[colorize(label, probs) for label, probs in probs_df[['label', 'probs']].values],\n",
    "        title='Predictions across testing data'\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# What does this tell us?\n",
    "\n",
    "Above we can see that our gaussian KDE function did a fairly decent job. Using very few datapoints it caught most of the anomalies around 1e-4. It declared a false positive on one datapoint.\n",
    "\n",
    "Now we can use evaluation metrics to hone in the value.\n",
    "\n",
    "Often times determining an evaluation metric is a very difficult and time consuming process. But it helps you iterate the criterion of a model rapidly.\n",
    "\n",
    "Watch out for validation leakage. Always use cross validation when iterating multiple times on a dataset.\n",
    "\n",
    "## Tuning the error rate\n",
    "\n",
    "originally I chose an error rate of 1e-4.\n",
    "\n",
    "The following code is near equivalent to what andrew is asking us to provide"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_models = [] #some set of models to be built\n",
    "\n",
    "def evaluation_function(model, test_data):\n",
    "    return np.random() # return the evaluation data\n",
    "\n",
    "evaluation_metrics = [evaluation_function(model, data) for model in my_models]\n",
    "index = max(enumerate(evaluation_metrics), default=0, key=lambda x: x[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The idea here being that we define an evaluation function that tells us how well we are doing.\n",
    "\n",
    "We choose the error rate (or any other parameter) that does the best over all of our iterations.\n",
    "\n",
    "This is an extremely common strategy for difficult to tune parameters. However I do not believe the error rate is a good example of this type of parameter personally.\n",
    "\n",
    "In practice most, if not all parameters would be learned by combining cross validation and GridSearch from scikit-learn.\n",
    "\n",
    "Doing this we would put all assumptions we have to make into the model and let it iterate through all variations until it finds the optimal solution.\n",
    "\n",
    "However this is a slippery slope and as the number of parameters grows GridSearchCV is no longer enough."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# On GridSearch and MaximumLikelihood\n",
    "\n",
    "GridSearch represents an iterative approach. MaximumLiklihood represents an analytic approach for encoding a function. There are more approaches too. GBDT is a common approach you see to resolve the GridSearch problem.\n",
    "\n",
    "Each of these has their trade offs. But normally using the data to determine your analytical function is objectively a better decision then assuming one. Assumptions more often than not will cause trouble."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KernelDensity(algorithm='auto', atol=0, bandwidth=1.0, breadth_first=True,\n",
       "              kernel='gaussian', leaf_size=40, metric='euclidean',\n",
       "              metric_params=None, rtol=0)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.neighbors.kde import KernelDensity\n",
    "\n",
    "sns.kdeplot(*train_data.T)\n",
    "kde = KernelDensity(kernel='gaussian')\n",
    "kde.fit(train_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Implementing most of these functions on your own is time consuming and not entirely helpful. Because of that I highly recommend using [sklearn](https://scikit-learn.org/stable/modules/density.html)"
   ]
  },
  {
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}

## 0002-recommender-systems.ipynb

      
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