{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<small><i>This notebook was put together by [Jake Vanderplas](http://www.vanderplas.com). Source and license info is on [GitHub](https://github.com/jakevdp/sklearn_tutorial/).</i></small>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Basic Principles of Machine Learning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we'll dive into the basic principles of machine learning, and how to\n",
    "utilize them via the Scikit-Learn API.\n",
    "\n",
    "After briefly introducing scikit-learn's *Estimator* object, we'll cover **supervised learning**, including *classification* and *regression* problems, and **unsupervised learning**, including *dimensinoality reduction* and *clustering* problems."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Scikit-learn Estimator Object\n",
    "\n",
    "Every algorithm is exposed in scikit-learn via an ''Estimator'' object. For instance a linear regression is implemented as so:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Estimator parameters**: All the parameters of an estimator can be set when it is instantiated, and have suitable default values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n"
     ]
    }
   ],
   "source": [
    "model = LinearRegression(normalize=True)\n",
    "print(model.normalize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=True)\n"
     ]
    }
   ],
   "source": [
    "print(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Estimated Model parameters**: When data is *fit* with an estimator, parameters are estimated from the data at hand. All the estimated parameters are attributes of the estimator object ending by an underscore:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.arange(10)\n",
    "y = 2 * x + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 3 4 5 6 7 8 9]\n",
      "[ 1  3  5  7  9 11 13 15 17 19]\n"
     ]
    }
   ],
   "source": [
    "print(x)\n",
    "print(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rV0qSnn/+eT3xxBOxYpak1tZW/eIXv9DMmTOTkxIAgDRyR9vaf/3rX/WPf/xDq1evjq1d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\nAIBhKGcAAAxDOQMAYBjKGQAAw/wPtj3ZfHd8s4gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y, 'o');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0]\n",
      " [1]\n",
      " [2]\n",
      " [3]\n",
      " [4]\n",
      " [5]\n",
      " [6]\n",
      " [7]\n",
      " [8]\n",
      " [9]]\n",
      "[ 1  3  5  7  9 11 13 15 17 19]\n"
     ]
    }
   ],
   "source": [
    "# The input data for sklearn is 2D: (samples == 10 x features == 1)\n",
    "X = x[:, np.newaxis]\n",
    "print(X)\n",
    "print(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=True)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fit the model on our data\n",
    "model.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 2.]\n",
      "1.0\n"
     ]
    }
   ],
   "source": [
    "# underscore at the end indicates a fit parameter\n",
    "print(model.coef_)\n",
    "print(model.intercept_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model found a line with a slope 2 and intercept 1, as we'd expect."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Supervised Learning: Classification and Regression\n",
    "\n",
    "In **Supervised Learning**, we have a dataset consisting of both features and labels.\n",
    "The task is to construct an estimator which is able to predict the label of an object\n",
    "given the set of features. A relatively simple example is predicting the species of \n",
    "iris given a set of measurements of its flower. This is a relatively simple task. \n",
    "Some more complicated examples are:\n",
    "\n",
    "- given a multicolor image of an object through a telescope, determine\n",
    "  whether that object is a star, a quasar, or a galaxy.\n",
    "- given a photograph of a person, identify the person in the photo.\n",
    "- given a list of movies a person has watched and their personal rating\n",
    "  of the movie, recommend a list of movies they would like\n",
    "  (So-called *recommender systems*: a famous example is the [Netflix Prize](http://en.wikipedia.org/wiki/Netflix_prize)).\n",
    "\n",
    "What these tasks have in common is that there is one or more unknown\n",
    "quantities associated with the object which needs to be determined from other\n",
    "observed quantities.\n",
    "\n",
    "Supervised learning is further broken down into two categories, **classification** and **regression**.\n",
    "In classification, the label is discrete, while in regression, the label is continuous. For example,\n",
    "in astronomy, the task of determining whether an object is a star, a galaxy, or a quasar is a\n",
    "classification problem: the label is from three distinct categories. On the other hand, we might\n",
    "wish to estimate the age of an object based on such observations: this would be a regression problem,\n",
    "because the label (age) is a continuous quantity."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Classification Example\n",
    "K nearest neighbors (kNN) is one of the simplest learning strategies: given a new, unknown observation, look up in your reference database which ones have the closest features and assign the predominant class.\n",
    "\n",
    "Let's try it out on our iris classification problem:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['versicolor']\n"
     ]
    }
   ],
   "source": [
    "from sklearn import neighbors, datasets\n",
    "\n",
    "iris = datasets.load_iris()\n",
    "X, y = iris.data, iris.target\n",
    "\n",
    "# create the model\n",
    "knn = neighbors.KNeighborsClassifier(n_neighbors=5)\n",
    "\n",
    "# fit the model\n",
    "knn.fit(X, y)\n",
    "\n",
    "# What kind of iris has 3cm x 5cm sepal and 4cm x 2cm petal?\n",
    "# call the \"predict\" method:\n",
    "result = knn.predict([[3, 5, 4, 2],])\n",
    "\n",
    "print(iris.target_names[result])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also do probabilistic predictions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0. ,  0.8,  0.2]])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "knn.predict_proba([[3, 5, 4, 2],])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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F81Sn8pw8Y3eUWrVg1ixXR1E9QUGeG7sQwm6GDFF/hGeRrnghhBDCi8gduxAeRHrQhRAV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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from fig_code import plot_iris_knn\n",
    "plot_iris_knn()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Exercise\n",
    "\n",
    "Use a different estimator on the same problem: ``sklearn.svm.SVC``.\n",
    "\n",
    "*Note that you don't have to know what it is do use it. We're simply trying out the interface here*\n",
    "\n",
    "*If you finish early, try to create a similar plot as above with the SVC estimator.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.svm import SVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Regression Example\n",
    "\n",
    "One of the simplest regression problems is fitting a line to data, which we saw above.\n",
    "Scikit-learn also contains more sophisticated regression algorithms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pYNheeOGFccEFF0wfNzY2Ji8IAGpNQ5ZlWbGTdu/eHddcc02sWbMmPv7xjxc8d2pqfzQ1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\nE7YAkJiwBYDEhC0AJCZsASAxYQsAif1/iKJdiZVmRIwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create some simple data\n",
    "import numpy as np\n",
    "np.random.seed(0)\n",
    "X = np.random.random(size=(20, 1))\n",
    "y = 3 * X.squeeze() + 2 + np.random.randn(20)\n",
    "\n",
    "plt.plot(X.squeeze(), y, 'o');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As above, we can plot a line of best fit:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lbp7v1HU19SrMN6804v2dnSG/Yc6YUaBrr0hcqPv6w28KC7dW6fJZfH9np/72n/9qv39I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\n99ZxWWziZwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = LinearRegression()\n",
    "model.fit(X, y)\n",
    "\n",
    "# Plot the data and the model prediction\n",
    "X_fit = np.linspace(0, 1, 100)[:, np.newaxis]\n",
    "y_fit = model.predict(X_fit)\n",
    "\n",
    "plt.plot(X.squeeze(), y, 'o')\n",
    "plt.plot(X_fit.squeeze(), y_fit);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scikit-learn also has some more sophisticated models, which can respond to finer features in the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1MuPPW7+sEjtuWY46uwUatQp1dgt23LJ80qQnHnGX/zRqDcoNpegfGYQgCLO+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\n/x/IqxY4MhtexQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fit a Random Forest\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "model = RandomForestRegressor()\n",
    "model.fit(X, y)\n",
    "\n",
    "# Plot the data and the model prediction\n",
    "X_fit = np.linspace(0, 1, 100)[:, np.newaxis]\n",
    "y_fit = model.predict(X_fit)\n",
    "\n",
    "plt.plot(X.squeeze(), y, 'o')\n",
    "plt.plot(X_fit.squeeze(), y_fit);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Whether either of these is a \"good\" fit or not depends on a number of things; we'll discuss details of how to choose a model later in the tutorial."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Exercise\n",
    "\n",
    "Explore the ``RandomForestRegressor`` object using IPython's help features (i.e. put a question mark after the object).\n",
    "What arguments are available to ``RandomForestRegressor``?\n",
    "How does the above plot change if you change these arguments?\n",
    "\n",
    "These class-level arguments are known as *hyperparameters*, and we will discuss later how you to select hyperparameters in the model validation section.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Unsupervised Learning: Dimensionality Reduction and Clustering\n",
    "\n",
    "**Unsupervised Learning** addresses a different sort of problem. Here the data has no labels,\n",
    "and we are interested in finding similarities between the objects in question. In a sense,\n",
    "you can think of unsupervised learning as a means of discovering labels from the data itself.\n",
    "Unsupervised learning comprises tasks such as *dimensionality reduction*, *clustering*, and\n",
    "*density estimation*. For example, in the iris data discussed above, we can used unsupervised\n",
    "methods to determine combinations of the measurements which best display the structure of the\n",
    "data. As we'll see below, such a projection of the data can be used to visualize the\n",
    "four-dimensional dataset in two dimensions. Some more involved unsupervised learning problems are:\n",
    "\n",
    "- given detailed observations of distant galaxies, determine which features or combinations of\n",
    "  features best summarize the information.\n",
    "- given a mixture of two sound sources (for example, a person talking over some music),\n",
    "  separate the two (this is called the [blind source separation](http://en.wikipedia.org/wiki/Blind_signal_separation) problem).\n",
    "- given a video, isolate a moving object and categorize in relation to other moving objects which have been seen.\n",
    "\n",
    "Sometimes the two may even be combined: e.g. Unsupervised learning can be used to find useful\n",
    "features in heterogeneous data, and then these features can be used within a supervised\n",
    "framework."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dimensionality Reduction: PCA\n",
    "\n",
    "Principle Component Analysis (PCA) is a dimension reduction technique that can find the combinations of variables that explain the most variance.\n",
    "\n",
    "Consider the iris dataset. It cannot be visualized in a single 2D plot, as it has 4 features. We are going to extract 2 combinations of sepal and petal dimensions to visualize it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reduced dataset shape: (150, 2)\n"
     ]
    }
   ],
   "source": [
    "X, y = iris.data, iris.target\n",
    "\n",
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=0.95)\n",
    "pca.fit(X)\n",
    "X_reduced = pca.transform(X)\n",
    "print(\"Reduced dataset shape:\", X_reduced.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Meaning of the 2 components:\n",
      "0.362 x sepal length (cm) + -0.082 x sepal width (cm) + 0.857 x petal length (cm) + 0.359 x petal width (cm)\n",
      "0.657 x sepal length (cm) + 0.730 x sepal width (cm) + -0.176 x petal length (cm) + -0.075 x petal width (cm)\n"
     ]
    },
    {
     "data": {
      "image/png": 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0WadFPXYhEoGieElKPoDR2FJD22opw+Xug8uZQyKsT+5qs2fl8cqr2zlUGL6T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\nkzMREVGBYXImIiIqMEzOREREBeb/A6e4Ewc8iQyQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pylab as plt\n",
    "plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=y,\n",
    "           cmap='RdYlBu')\n",
    "\n",
    "print(\"Meaning of the 2 components:\")\n",
    "for component in pca.components_:\n",
    "    print(\" + \".join(\"%.3f x %s\" % (value, name)\n",
    "                     for value, name in zip(component,\n",
    "                                            iris.feature_names)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Clustering: K-means\n",
    "\n",
    "Clustering groups together observations that are homogeneous with respect to a given criterion, finding ''clusters'' in the data.\n",
    "\n",
    "Note that these clusters will uncover relevent hidden structure of the data only if the criterion used highlights it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Kk+776ldOYMH8Qux2c2ucWe7U5UG/mOBFcgPvK2kaWSyNCVfDySgKKKYYxFTq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\n/wNHBIupA6VL8QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "k_means = KMeans(n_clusters=3, random_state=0) # Fixing the RNG in kmeans\n",
    "k_means.fit(X)\n",
    "y_pred = k_means.predict(X)\n",
    "\n",
    "plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=y_pred,\n",
    "           cmap='RdYlBu');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Recap: Scikit-learn's estimator interface\n",
    "\n",
    "Scikit-learn strives to have a uniform interface across all methods,\n",
    "and we'll see examples of these below. Given a scikit-learn *estimator*\n",
    "object named `model`, the following methods are available:\n",
    "\n",
    "- Available in **all Estimators**\n",
    "  + `model.fit()` : fit training data. For supervised learning applications,\n",
    "    this accepts two arguments: the data `X` and the labels `y` (e.g. `model.fit(X, y)`).\n",
    "    For unsupervised learning applications, this accepts only a single argument,\n",
    "    the data `X` (e.g. `model.fit(X)`).\n",
    "- Available in **supervised estimators**\n",
    "  + `model.predict()` : given a trained model, predict the label of a new set of data.\n",
    "    This method accepts one argument, the new data `X_new` (e.g. `model.predict(X_new)`),\n",
    "    and returns the learned label for each object in the array.\n",
    "  + `model.predict_proba()` : For classification problems, some estimators also provide\n",
    "    this method, which returns the probability that a new observation has each categorical label.\n",
    "    In this case, the label with the highest probability is returned by `model.predict()`.\n",
    "  + `model.score()` : for classification or regression problems, most (all?) estimators implement\n",
    "    a score method.  Scores are between 0 and 1, with a larger score indicating a better fit.\n",
    "- Available in **unsupervised estimators**\n",
    "  + `model.predict()` : predict labels in clustering algorithms.\n",
    "  + `model.transform()` : given an unsupervised model, transform new data into the new basis.\n",
    "    This also accepts one argument `X_new`, and returns the new representation of the data based\n",
    "    on the unsupervised model.\n",
    "  + `model.fit_transform()` : some estimators implement this method,\n",
    "    which more efficiently performs a fit and a transform on the same input data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Validation\n",
    "\n",
    "An important piece of machine learning is **model validation**: that is, determining how well your model will generalize from the training data to future unlabeled data. Let's look at an example using the *nearest neighbor classifier*. This is a very simple classifier: it simply stores all training data, and for any unknown quantity, simply returns the label of the closest training point.\n",
    "\n",
    "With the iris data, it very easily returns the correct prediction for each of the input points:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n"
     ]
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "X, y = iris.data, iris.target\n",
    "clf = KNeighborsClassifier(n_neighbors=1)\n",
    "clf.fit(X, y)\n",
    "y_pred = clf.predict(X)\n",
    "print(np.all(y == y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A more useful way to look at the results is to view the **confusion matrix**, or the matrix showing the frequency of inputs and outputs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[50  0  0]\n",
      " [ 0 50  0]\n",
      " [ 0  0 50]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "print(confusion_matrix(y, y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each class, all 50 training samples are correctly identified. But this **does not mean that our model is perfect!** In particular, such a model generalizes extremely poorly to new data. We can simulate this by splitting our data into a *training set* and a *testing set*. Scikit-learn contains some convenient routines to do this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[12  0  0]\n",
      " [ 0  6  0]\n",
      " [ 0  2 18]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "Xtrain, Xtest, ytrain, ytest = train_test_split(X, y)\n",
    "clf.fit(Xtrain, ytrain)\n",
    "ypred = clf.predict(Xtest)\n",
    "print(confusion_matrix(ytest, ypred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This paints a better picture of the true performance of our classifier: apparently there is some confusion between the second and third species, which we might anticipate given what we've seen of the data above.\n",
    "\n",
    "This is why it's **extremely important** to use a train/test split when evaluating your models.  We'll go into more depth on model evaluation later in this tutorial."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Flow Chart: How to Choose your Estimator\n",
    "\n",
    "This is a flow chart created by scikit-learn super-contributor [Andreas Mueller](https://github.com/amueller) which gives a nice summary of which algorithms to choose in various situations. Keep it around as a handy reference!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(\"http://scikit-learn.org/dev/_static/ml_map.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Original source on the [scikit-learn website](http://scikit-learn.org/stable/tutorial/machine_learning_map/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quick Application: Optical Character Recognition"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To demonstrate the above principles on a more interesting problem, let's consider OCR (Optical Character Recognition) – that is, recognizing hand-written digits.\n",
    "In the wild, this problem involves both locating and identifying characters in an image. Here we'll take a shortcut and use scikit-learn's set of pre-formatted digits, which is built-in to the library."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading and visualizing the digits data\n",
    "\n",
    "We'll use scikit-learn's data access interface and take a look at this data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1797, 8, 8)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn import datasets\n",
    "digits = datasets.load_digits()\n",
    "digits.images.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot a few of these:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AbDiwAc3+ZuyYsAObP9mMZ//7Wfzx/j96XVabXv7gZaTGp6Li0Qrsq92HJ996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\nTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(10, 10, figsize=(8, 8))\n",
    "fig.subplots_adjust(hspace=0.1, wspace=0.1)\n",
    "\n",
    "for i, ax in enumerate(axes.flat):\n",
    "    ax.imshow(digits.images[i], cmap='binary', interpolation='nearest')\n",
    "    ax.text(0.05, 0.05, str(digits.target[i]),\n",
    "            transform=ax.transAxes, color='green')\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the data is simply each pixel value within an 8x8 grid:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1797, 8, 8)\n",
      "[[  0.   0.   5.  13.   9.   1.   0.   0.]\n",
      " [  0.   0.  13.  15.  10.  15.   5.   0.]\n",
      " [  0.   3.  15.   2.   0.  11.   8.   0.]\n",
      " [  0.   4.  12.   0.   0.   8.   8.   0.]\n",
      " [  0.   5.   8.   0.   0.   9.   8.   0.]\n",
      " [  0.   4.  11.   0.   1.  12.   7.   0.]\n",
      " [  0.   2.  14.   5.  10.  12.   0.   0.]\n",
      " [  0.   0.   6.  13.  10.   0.   0.   0.]]\n"
     ]
    }
   ],
   "source": [
    "# The images themselves\n",
    "print(digits.images.shape)\n",
    "print(digits.images[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1797, 64)\n",
      "[  0.   0.   5.  13.   9.   1.   0.   0.   0.   0.  13.  15.  10.  15.   5.\n",
      "   0.   0.   3.  15.   2.   0.  11.   8.   0.   0.   4.  12.   0.   0.   8.\n",
      "   8.   0.   0.   5.   8.   0.   0.   9.   8.   0.   0.   4.  11.   0.   1.\n",
      "  12.   7.   0.   0.   2.  14.   5.  10.  12.   0.   0.   0.   0.   6.  13.\n",
      "  10.   0.   0.   0.]\n"
     ]
    }
   ],
   "source": [
    "# The data for use in our algorithms\n",
    "print(digits.data.shape)\n",
    "print(digits.data[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 ..., 8 9 8]\n"
     ]
    }
   ],
   "source": [
    "# The target label\n",
    "print(digits.target)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So our data have 1797 samples in 64 dimensions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Unsupervised Learning: Dimensionality Reduction\n",
    "\n",
    "We'd like to visualize our points within the 64-dimensional parameter space, but it's difficult to plot points in 64 dimensions!\n",
    "Instead we'll reduce the dimensions to 2, using an unsupervised method.\n",
    "Here, we'll make use of a manifold learning algorithm called *Isomap*, and transform the data to two dimensions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.manifold import Isomap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "iso = Isomap(n_components=2)\n",
    "data_projected = iso.fit_transform(digits.data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1797, 2)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_projected.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1yd7xJcHcynQV1yWsRYh5YiTKSSzH5KHeRylYhcrzVyPPiD6CIinUaDWYqsUr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\n1fVTIsV6sWHZdhtDDvPe8npvwraIWivfdNXzR9A//9nC69lZ1MM/QtoOY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aUAACAASURB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IURRx7bXXsmHDBl5++WU+97nPUa1W+z/vvScWApdffjm7du3qP7bWIoQA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\n4P8DIylTR2urV4oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data_projected[:, 0], data_projected[:, 1], c=digits.target,\n",
    "            edgecolor='none', alpha=0.5, cmap=plt.cm.get_cmap('nipy_spectral', 10));\n",
    "plt.colorbar(label='digit label', ticks=range(10))\n",
    "plt.clim(-0.5, 9.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see here that the digits are fairly well-separated in the parameter space; this tells us that a supervised classification algorithm should perform fairly well. Let's give it a try."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Classification on Digits\n",
    "\n",
    "Let's try a classification task on the digits. The first thing we'll want to do is split the digits into a training and testing sample:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1347, 64) (450, 64)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "Xtrain, Xtest, ytrain, ytest = train_test_split(digits.data, digits.target,\n",
    "                                                random_state=2)\n",
    "print(Xtrain.shape, Xtest.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's use a simple logistic regression which (despite its confusing name) is a classification algorithm:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "clf = LogisticRegression(penalty='l2')\n",
    "clf.fit(Xtrain, ytrain)\n",
    "ypred = clf.predict(Xtest)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can check our classification accuracy by comparing the true values of the test set to the predictions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.94666666666666666"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "accuracy_score(ytest, ypred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This single number doesn't tell us **where** we've gone wrong: one nice way to do this is to use the *confusion matrix*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[42  0  0  0  0  0  0  0  0  0]\n",
      " [ 0 45  0  1  0  0  0  0  3  1]\n",
      " [ 0  0 47  0  0  0  0  0  0  0]\n",
      " [ 0  0  0 42  0  2  0  3  1  0]\n",
      " [ 0  2  0  0 36  0  0  0  1  1]\n",
      " [ 0  0  0  0  0 52  0  0  0  0]\n",
      " [ 0  0  0  0  0  0 42  0  1  0]\n",
      " [ 0  0  0  0  0  0  0 48  1  0]\n",
      " [ 0  2  0  0  0  0  0  0 38  0]\n",
      " [ 0  0  0  1  0  1  0  1  2 34]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "print(confusion_matrix(ytest, ypred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jakevdp/anaconda/lib/python3.6/site-packages/ipykernel_launcher.py:1: RuntimeWarning: divide by zero encountered in log\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "image/png": 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e66SlbFBHjBihbdu2SZJ2796t/Pz8gDfy6/Dhw7rttts0b948TZs2Leh1vHvhhRf0/PPP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\nrkJggg==\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(np.log(confusion_matrix(ytest, ypred)),\n",
    "           cmap='Blues', interpolation='nearest')\n",
    "plt.grid(False)\n",
    "plt.ylabel('true')\n",
    "plt.xlabel('predicted');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We might also take a look at some of the outputs along with their predicted labels. We'll make the bad labels red:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7jZv1QU5OjqNtxIgRjjb2elktfq2zslrY9cb6ma2zRrtmuX79ekcby16wtWq2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\nRK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(10, 10, figsize=(8, 8))\n",
    "fig.subplots_adjust(hspace=0.1, wspace=0.1)\n",
    "\n",
    "for i, ax in enumerate(axes.flat):\n",
    "    ax.imshow(Xtest[i].reshape(8, 8), cmap='binary')\n",
    "    ax.text(0.05, 0.05, str(ypred[i]),\n",
    "            transform=ax.transAxes,\n",
    "            color='green' if (ytest[i] == ypred[i]) else 'red')\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The interesting thing is that even with this simple logistic regression algorithm, many of the mislabeled cases are ones that we ourselves might get wrong!\n",
    "\n",
    "There are many ways to improve this classifier, but we're out of time here. To go further, we could use a more sophisticated model, use cross validation, or apply other techniques.\n",
    "We'll cover some of these topics later in the tutorial."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python (conda-root)",
   "language": "python",
   "name": "conda-root"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}