{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Few Useful Things To Know About Machine Learning\n", "\n", "Recently I read [Peter Domingos](https://homes.cs.washington.edu/~pedrod/) [paper](https://homes.cs.washington.edu/~pedrod/papers/cacm12.pdf) on few useful things about Machine Learning, which discusses lessons learnt by Machine Learning researchers. \n", "\n", "This is an attempt to understand, summarize and implement the ideas mentioned in the paper by taking up suitable examples wherever possible." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Table Of Content\n", "\n", "* [Introduction](#introduction)\n", "* [Learning=Representation+Evaluation+Optimization](#learning)\n", "* [It's Generalization that counts !](#generalization)\n", "* [Data Alone is not enough](#data)\n", "* [Overfitting has many faces](#overfitting)\n", "* [Intuition fails in high dimensions](#intuition)\n", "* [Theoretical Gurantees are not what they seem](#theoretical)\n", "* [Feature Engineering is key](#feature)\n", "* [More data beats a cleverer algorithm](#more-data)\n", "* [Learn many models not just one](#many-models)\n", "* [Simplicity does not imply accuracy](#simplicity)\n", "* [Representable does not imply learnable](#representable)\n", "* [Correlation does not imply causation](#correlation-causation)\n", "* [Conclusion](#conclusion)" ] }, { "cell_type": "code", "execution_count": 466, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import os\n", "import gc\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "from sklearn.preprocessing import scale\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.ensemble import RandomForestClassifier, VotingClassifier\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.svm import SVC\n", "\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.datasets import make_classification\n", "\n", "from functools import reduce\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "SEED = 1932\n", "np.random.seed(SEED)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction \n", "\n", "Machine Learning algorithms can learn to perform variety of tasks just generalizing from examples which has made them very important tools in Computer Science and various other fields. To apply machine learning successfully on a particular task there are few concepts and pitfalls one should be aware of. The goal is to explain these concepts and pitfalls in detail.\n", "\n", "Throughout this notebook we plan to explain these concepts by taking the example of ** classification ** which is a very matured example of machine learning. We would first give an example of classification and explain all the terms revolving it.\n", "\n", "Example of classification is a ** spam filter ** which classifies emails into _spam_ and _not spam_.\n", "\n", "__Input__ : Email message (Boolean vector $ x = (x_1, . . . , x_j , . . . , x_d),where , x_j = 1 $\n", "if the jth word in the dictionary appears in the email and\n", "$x_j = 0$ otherwise\n", "\n", "__Output__ : Label ( whether it is spam or not )\n", "\n", "__Example__: Pair of input and output ( Input, Label )\n", "\n", "__Classifier__: Takes input and outputs single discrete value ( label ) \n", "\n", "__Learner__: Takes training examples and outputs a classifier\n", "\n", "Test of this learner is whether the classifier found is able to predict correct label for unseen emails or not." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Learning = Representation + Evaluation + Optimization. \n", "\n", "Suppose we have a problem and we feel that we could develop a ML solution for it, the first problem we face is to pick out an algorithm from large list of ML algorithms out there. This huge list is made up of three important components:\n", "\n", "- Representation\n", " - Classifier has to be represented in a way that is computer understandable.\n", " - Choosing a representation is tantamount to set of classifiers that could be learnt.\n", " - e.g.: Instance based methods use a representation where we assume that nearby examples in our dataset are similar in terms of labels.\n", " - This set of classifiers constitute hypothesis space.\n", " - If a classifier is not in the hypothesis space it can't be learnt.\n", " \n", "\n", "- Evaluation Function\n", " - is needed to distinguish _good_ from _bad_ classifiers.\n", " - evaluation function used internally may be well different from the one we want classifier to optimize.\n", " - e.g. We could train a linear model which uses [cross entropy](https://en.wikipedia.org/wiki/Cross_entropy#Cross-entropy_error_function_and_logistic_regression) as internal evaluation function for training but we may want to optimize for accuracy, so we would choose a classifier that would give us highest accuracy without worrying about the internal metric.\n", "\n", "\n", "- Optimization\n", " - Finally we need to search through this set of classifiers for the one with the highest score.\n", " - The choice of optimizer governs the kind of classifiers learnt if the evaluation function has more than single optimum.\n", " \n", " \n", "Let's take an example of binary-classification where we will be using a synthetic dataset and implementing the notion of a __learner__ which takes training examples as input and outputs a classifier.\n", "\n", "Our dataset has two features and a target variable ( that we want to predict for future examples ). Goal is to understand how a learner finds out a classifier from hypothesis space. For this dataset we will be using [Nearest Neighbor Classifier](https://en.wikipedia.org/wiki/K-nearest_neighbors_algorithm) to demonstrate the idea." ] }, { "cell_type": "code", "execution_count": 374, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plot(X, y):\n", " fig, ax = plt.subplots(1, figsize=(10, 6))\n", " ymap = {'r': 0, 'b': 1}\n", " lmap = {'r': 'neg', 'b': 'pos'}\n", " \n", " for c in ['r', 'b']:\n", " mask = ( y == ymap[c] )\n", " plt.scatter(X[mask, 0], X[mask, 1], c=c, label=lmap[c], alpha=.5, edgecolor='none')\n", " \n", " plt.xlabel('First Feature')\n", " plt.ylabel('Second Feature')\n", " plt.legend();" ] }, { "cell_type": "code", "execution_count": 375, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X, y = make_classification(n_samples=1000, n_features=2, n_redundant=0, random_state=SEED)\n", "plot(X, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Red labels represent examples of class 0 and blue represent examples of class 1." ] }, { "cell_type": "code", "execution_count": 378, "metadata": { "collapsed": true }, "outputs": [], "source": [ "class InstanceLearner(object):\n", " def __init__(self, X, y, eval_func):\n", " self.X = X\n", " self.y = y\n", " self.eval_func = eval_func\n", " self.score = -np.inf\n", " \n", " def init_classifier(self):\n", " return KNeighborsClassifier(n_jobs=-1)\n", " \n", " def evaluate(self, classifier):\n", " classifier.fit(scale(self.X), y)\n", " yhat = classifier.predict(scale(self.X))\n", " return self.eval_func(self.y, yhat)\n", " \n", " def get_classifiers(self, space):\n", " classifiers = []\n", " \n", " for k in space.keys():\n", " for v in space[k]:\n", " classifier = self.init_classifier()\n", " classifier.set_params(**{k:v})\n", " \n", " classifiers.append(classifier)\n", " \n", " return classifiers\n", " \n", " def optimize(self):\n", " space = {'n_neighbors': [1, 3, 5]}\n", " self.classifiers = self.get_classifiers(space)\n", " self.scores = []\n", " \n", " for classifier in self.classifiers:\n", " mscore = self.evaluate(classifier)\n", " self.scores.append(mscore)\n", " \n", " if mscore > self.score:\n", " self.opt_classifier, self.score = classifier, mscore\n", " \n", " return self.opt_classifier, self.score\n", " \n", " def show(self):\n", " for index, classifier in enumerate(self.classifiers):\n", " print('Classifier : {}'.format(classifier))\n", " print('Score : {}'.format(self.scores[index]))\n", " print('*' * 100)\n", " print()" ] }, { "cell_type": "code", "execution_count": 379, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Classifier : KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=-1, n_neighbors=1, p=2,\n", " weights='uniform')\n", "Score : 1.0\n", "****************************************************************************************************\n", "\n", "Classifier : KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=-1, n_neighbors=3, p=2,\n", " weights='uniform')\n", "Score : 0.944\n", "****************************************************************************************************\n", "\n", "Classifier : KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=-1, n_neighbors=5, p=2,\n", " weights='uniform')\n", "Score : 0.927\n", "****************************************************************************************************\n", "\n" ] } ], "source": [ "learner = InstanceLearner(X, y, accuracy_score)\n", "optimal_classifier, best_score = learner.optimize()\n", "learner.show()" ] }, { "cell_type": "code", "execution_count": 380, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best classifier : KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=-1, n_neighbors=1, p=2,\n", " weights='uniform')\n", "Best score: 1.0\n" ] } ], "source": [ "print('Best classifier : {}'.format(optimal_classifier))\n", "print('Best score: {}'.format(best_score))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We gave a search space to our learner i.e `{n_neighbors: [1, 3, 5}` and evaluation function as `accuracy` which means it would consider nearest neighbor classifiers that take into account nearest ( 1, 3 and 5 ) neighbors and out of those find the one with the highest accuracy score.\n", "\n", "\n", "|Representation|Evaluation|Optimization|\n", "|--------------|----------|--------|\n", "|Instance based |Accuracy | Greedy Search |\n", "|Hyperplane |Precision and Recall | Beam Search |\n", "|Decision Tree |Square Error | Gradient Descent |\n", "|Sets of rules |Precision and Recall | Branch and Bound |\n", "|...|...|...|\n", "\n", "If we plan to use some different evaluation function we could try out different evaluation functions from this list and see what is the best possible classifier for that combination also currently we are doing exhaustive search, we can change to different optimization function to see if results vary or not.\n", "\n", "Most textbooks order algorithms by __representation__ only and overlook the fact that __evaluation and optimization__ are also important.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## It's Generalization that counts. \n", "\n", "Fundamental goal in machine learning is to generalize beyond training examples seen by the system. Let's think about it, suppose we have a dataset of size 1M with 100 boolean features ( features that can take only 0 or 1 ), then there can be $2^{100}$ different training examples possible and we have seen only 1 million of them as our training set what about the rest $2^{100}$ - 1M examples\n", "\n", "In the above example we made the most common mistake among machine learning beginners which is to test on the training data and have illusion of success. So ideally we must always take some out the examples as the validation set and check our classifier's performance on that.\n", "\n", "So we would have to reimplement our evaluate function from previous section to take care of this.\n", "\n", "- We would consider only first 700 examples from total 1000 examples as training set.\n", "- Rest 300 examples would form validation set.\n", "- Evaluation score would be performance on 300 examples rather than whole of dataset as we did before, this should give us better estimate of classifier's performance." ] }, { "cell_type": "code", "execution_count": 381, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def evaluate(self, classifier):\n", " self.X = scale(self.X)\n", " \n", " Xtr, ytr = self.X[:700], self.y[:700]\n", " Xval, yval = self.X[700:], self.y[700:]\n", " \n", " classifier.fit(Xtr, ytr)\n", " yhat = classifier.predict(Xval)\n", " \n", " return self.eval_func(yval, yhat)" ] }, { "cell_type": "code", "execution_count": 382, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9033333333333333" ] }, "execution_count": 382, "metadata": {}, "output_type": "execute_result" } ], "source": [ "evaluate(learner, KNeighborsClassifier(n_neighbors=1, n_jobs=-1))" ] }, { "cell_type": "code", "execution_count": 383, "metadata": { "collapsed": true }, "outputs": [], "source": [ "InstanceLearner.evaluate = evaluate" ] }, { "cell_type": "code", "execution_count": 384, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Classifier : KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=-1, n_neighbors=1, p=2,\n", " weights='uniform')\n", "Score : 0.9033333333333333\n", "****************************************************************************************************\n", "\n", "Classifier : KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=-1, n_neighbors=3, p=2,\n", " weights='uniform')\n", "Score : 0.91\n", "****************************************************************************************************\n", "\n", "Classifier : KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=-1, n_neighbors=5, p=2,\n", " weights='uniform')\n", "Score : 0.91\n", "****************************************************************************************************\n", "\n" ] } ], "source": [ "learner = InstanceLearner(X, y, accuracy_score)\n", "optimal_classifier, best_score = learner.optimize()\n", "learner.show()" ] }, { "cell_type": "code", "execution_count": 385, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best classifier : KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=-1, n_neighbors=3, p=2,\n", " weights='uniform')\n", "Best score: 0.91\n" ] } ], "source": [ "print('Best classifier : {}'.format(optimal_classifier))\n", "print('Best score: {}'.format(best_score))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous section our learner returned a classifier ( 1NN ) with score of 1.0 ( perfect ) but now after taking out holdout set and evaluating classifier on it the learner thinks that ( 3NN ) with score of 0.91 is the best classifier out of set of classifiers and performance of ( 1NN ) on unseen dataset is low compared to this classifier, this is what the author referred to as __illusion of success__. \n", "\n", "Generalization being the main goal has some consequences\n", "\n", "- Unlike in most optimizations we don't have access to function that we want to optimize.\n", "- We need to consider train error as a proxy to test error and this is fraught with danger.\n", "- But one good thing about this is that since it is a proxy we don't need to fully optimize it, infact a local optimum found by greedy search may be better than global optimum." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data alone is not enough. \n", "\n", "Generalization being the main goal has one more consequence, data alone is not sufficient no matter how much you have it, since there are $2^{100}$ - 1M examples out there that our classifier has not seen. So how do you figure out classes for all those examples ? In the absence of any other information our classifier would do no better than a coin-toss. Many machine learning mistakes stem from failing to acknowledge this fact.\n", "\n", "Every learner must embody some knowledge or assumptions beyond the data it's given in order to generalize beyond it.This feels like a depressing situation but luckily the functions that we want to learn are __not__ drawn uniformaly from the set of all possible mathematical functions. In practice many times similar examples have same class labels and underlying function is smooth which makes it to realize ML in practice.\n", "\n", "Note that we introduced the concept of **Representation** earlier, now the way to choose it is the one in which we could express our knowledge easily. e.g In problem of estimating house prices we know from domain knowledge that houses similar to the one in question demand similar kind of prices so we could use this knowledge by using instance based methods ( e.g. nearest neighbor based methods ), in a different problem if we have knowledge about what kinds of preconditions are required by each class, “IF . . . THEN . . .” rules may be the the best option.\n", "\n", "Machine learning is not magic; it can’t get something from nothing. What it does is get more from less. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overfitting has many faces. \n", "\n", "What if the knowledge and data is not sufficient to determine the correct classifier ? Then we risk of just hallucinating the classifier by learn random quirks in the data. This is called `overfitting` which is one of the major challenges in Machine Learning. e.g. When your classifier reports 100% accuracy on training examples but only 50% accuracy on test examples then it has overfit.\n", "\n", "Overfitting could come in various forms, so to understand it better it is important to decompose generalization error into two parts `bias` and `variance`\n", "\n", "`Bias` : learner's tendency to consistently learn the same wrong thing.\n", "\n", "`Variance`: learner's tendency to learn random things irrespective of real signal.\n", "\n", "To explain we can look at decision boundaries of two classifiers, linear model has very high `bias` because when the decision boundary between two classes is not a hyper-plane then it is not able to induce it, but decision tree classifier can learn very complicated boundaries but suffer from high variance." ] }, { "cell_type": "code", "execution_count": 392, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plot_decision_boundary(X, y, classifier):\n", " classifier.fit(X, y)\n", " h = .02\n", "\n", " x_min, x_max = X[:, 0].min() - .5, X[:, 0].max() + .5\n", " y_min, y_max = X[:, 1].min() - .5, X[:, 1].max() + .5\n", "\n", " xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n", " Z = classifier.predict(np.c_[xx.ravel(), yy.ravel()])\n", "\n", " # Put the result into a color plot\n", " Z = Z.reshape(xx.shape)\n", " plt.figure(1, figsize=(10, 6))\n", " plt.pcolormesh(xx, yy, Z, cmap=plt.cm.Paired)\n", "\n", " # Plot also the training points\n", " plt.scatter(X[:, 0], X[:, 1], c=y, edgecolors='k', cmap=plt.cm.Paired)\n", " plt.xlabel('Feature 1')\n", " plt.ylabel('Feature 2')\n", "\n", " plt.xlim(xx.min(), xx.max())\n", " plt.ylim(yy.min(), yy.max())\n", " plt.xticks(())\n", " plt.yticks(());" ] }, { "cell_type": "code", "execution_count": 395, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "classifier = LogisticRegression(random_state=SEED)\n", "plot_decision_boundary(scale(X), y, classifier)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see a linear classifier tries to find a line that would separate two classes but a line cannot separate examples from two class so this model has very high bias." ] }, { "cell_type": "code", "execution_count": 393, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "classifier = DecisionTreeClassifier(random_state=SEED)\n", "plot_decision_boundary(scale(X), y, classifier)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Decision tree classifier doesn't suffer from this and is able to find complicated decision boundaries to separate the classes, but suffer from high variance because the performance of decision tree classifier trained on different set of training examples would be different." ] }, { "cell_type": "code", "execution_count": 402, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shuffled_indices = np.random.permutation(np.arange(len(X)))\n", "\n", "Xtr_v1, ytr_v1 = X[shuffled_indices[:750]], y[shuffled_indices[:750]]\n", "\n", "classifier = DecisionTreeClassifier(random_state=SEED)\n", "plot_decision_boundary(Xtr_v1, ytr_v1, classifier)" ] }, { "cell_type": "code", "execution_count": 403, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shuffled_indices = np.random.permutation(np.arange(len(X)))\n", "\n", "Xtr_v2, ytr_v2 = X[shuffled_indices[:750]], y[shuffled_indices[:750]]\n", "\n", "classifier = DecisionTreeClassifier(random_state=SEED)\n", "plot_decision_boundary(Xtr_v2, ytr_v2, classifier)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Decision boundaries of above two decision tree classifiers are different which point to the claim that author is trying to make that decision tree classifiers trained on different training examples turn out to be different." ] }, { "cell_type": "code", "execution_count": 404, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n", " max_features=None, max_leaf_nodes=None,\n", " min_impurity_decrease=0.0, min_impurity_split=None,\n", " min_samples_leaf=1, min_samples_split=2,\n", " min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n", " splitter='best')" ] }, "execution_count": 404, "metadata": {}, "output_type": "execute_result" } ], "source": [ "DecisionTreeClassifier()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For decision tree classifiers there are many parameters that we need to tune like `depth`, `max_features` etc. to get the best classifier that doesn't overfit. We could use cross-validation to find out optimal values for these parameters.\n", "\n", "Cross-Validation is a method of randomly dividing your training data into (say) 5 subsets, holding out each\n", "one while training on the rest. But this is no panacea and using it to make too many parameter choices can cause overfitting as well.\n", "\n", "Besides cross-validation we could use `regularization` which penalizes classifier more structure and favoring ones with less room to overfit.\n", "\n", "We should be skeptical of claims that a particular technique `solves` the overfitting problem. It’s easy to avoid overfitting (variance) by falling into the opposite error of underfitting (bias). Simultaneously avoiding both requires learning a perfect classifier, and short of knowing it in advance there is no single technique that will always do best (__no free lunch__)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Intuition fails in high dimensions. \n", "\n", "After overfitting biggest problem in Machine Learning is the problem of `curse of dimensionality`. It says generalization becomes exponentially harder as the dimensionality (number of features) of the examples grows, because a fixed-size training set covers a dwindling fraction of the input space.\n", "\n", "Even with a moderate dimension of 100 and a huge training set of a trillion examples, the latter covers only a fraction of about $10^{−18}$ of the input space. This is what makes machine learning both necessary and hard.\n", "\n", "Nearest neighbor has a problem even if all 100 features are relevant! This is because in high dimensions all examples look alike and all of the neighbors would be roughly at equal distances from the example in question, we can see this in action, we will create a synthetic dataset with 5000 examples and 150 relevant features and see the performance of KNN compared to the dataset with 5000 examples and only 10 relevant features." ] }, { "cell_type": "code", "execution_count": 429, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.9426666666666667\n", "Accuracy on validation set: 0.9094117647058824\n" ] } ], "source": [ "X, y = make_classification(n_samples=5000, n_features=10, n_informative=10, n_redundant=0, random_state=SEED)\n", "\n", "X_scaled = scale(X)\n", "Xtr, ytr = X_scaled[:750], y[:750]\n", "Xval, yval = X_scaled[750:], y[750:]\n", "\n", "knn = KNeighborsClassifier(n_neighbors=3, metric='minkowski', n_jobs=-1)\n", "knn.fit(Xtr, ytr)\n", "\n", "knn_tr_preds = knn.predict(Xtr)\n", "knn_val_preds = knn.predict(Xval)\n", "\n", "print('Accuracy on training set: {}'.format(accuracy_score(ytr, knn_tr_preds)))\n", "print('Accuracy on validation set: {}'.format(accuracy_score(yval, knn_val_preds)))" ] }, { "cell_type": "code", "execution_count": 430, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.952\n", "Accuracy on validation set: 0.8675294117647059\n" ] } ], "source": [ "X, y = make_classification(n_samples=5000, n_features=150, n_informative=150, n_redundant=0, random_state=SEED)\n", "\n", "X_scaled = scale(X)\n", "Xtr, ytr = X_scaled[:750], y[:750]\n", "Xval, yval = X_scaled[750:], y[750:]\n", "\n", "knn = KNeighborsClassifier(n_neighbors=3, metric='minkowski', n_jobs=-1)\n", "knn.fit(Xtr, ytr)\n", "\n", "knn_tr_preds = knn.predict(Xtr)\n", "knn_val_preds = knn.predict(Xval)\n", "\n", "print('Accuracy on training set: {}'.format(accuracy_score(ytr, knn_tr_preds)))\n", "print('Accuracy on validation set: {}'.format(accuracy_score(yval, knn_val_preds)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The performance of the classifier went down even though all the features added were relevant to the target variable. It is easy to design a classifier when we are working in 2 or 3 dimensions but as we increase the dimensionality it becomes difficult to understand what exactly is going on. Naively, one might think that gathering\n", "more features never hurts, since at worst they provide no new information about the class. But in fact their benefits may be outweighed by the curse of dimensionality.\n", "\n", "Fortunately, there is an effect that partly counteracts the curse, which might be called the `blessing of non-uniformity.` In most applications examples are not spread uniformly throughout the instance space, but are concentrated on or near a lower-dimensional manifold. For example, k-nearest neighbor works quite well for handwritten digit recognition even though images of digits have one dimension per pixel, because the space of digit images is much smaller than the space of all possible images." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Theoretical gurantees are not what they seem. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Machine learning papers are full of theoretical guarantees. The most common type is a bound on the number of examples needed to ensure good generalization. What should you make of these guarantees ? First of all, it’s remarkable that they are even possible. The main role of theoretical guarantees in machine learning\n", "is not as a criterion for practical decisions, but as a source of understanding and driving force for algorithm design. In this capacity, they are quite useful; indeed, the close interplay of theory and practice is one of the main reasons machine learning has made so much progress over the years. But `caveat emptor`: learning is a complex phenomenon, and just because a learner has a theoretical justification and works in practice doesn’t mean the former is the reason for the latter." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Feature Engineering Is the Key " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some machine learning projects succeed and some fail. What makes the difference? Easily\n", "the most important factor is the features used. If you have many independent features that each correlate well with the class, learning is easy. Machine learning is not a one-shot process of building a data set and running a learner, but rather an iterative process of running the learner, analyzing the results, modifying the data and/or the learner, and repeating.\n", "\n", "One of the holy grail of Machine Learning is automatize feature generation process, currently how it is done is that we generate huge amount of features and then work out which ones work for the problem. But bear in mind that features that look irrelevant in isolation may be relevant in combination.\n", "\n", "Let's take the example of XOR function of `k` input features, each of them by itself carry no information but when we combine these `k` features it suddenly becomes relevant." ] }, { "cell_type": "code", "execution_count": 431, "metadata": { "collapsed": true }, "outputs": [], "source": [ "X = np.empty(shape=(1000, 2), dtype=np.uint8)\n", "X[:, 0], X[:, 1] = np.random.randint(2, size=len(X)), np.random.randint(2, size=len(X))\n", "\n", "y = np.apply_along_axis(lambda x: reduce(np.logical_xor, x), axis=1, arr=X).astype(np.uint8)\n", "\n", "X = pd.DataFrame(X)\n", "y = pd.Series(y)" ] }, { "cell_type": "code", "execution_count": 432, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ], "text/plain": [ "col_0 0 1\n", "1 \n", "0 263 257\n", "1 236 244" ] }, "execution_count": 435, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.crosstab(X.iloc[:, 1], y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These two features are not very relevant as we can see from the contingency tables that almost $(1/4)^{th}$ of total examples ( ~250 ) fall in each of the 4 buckets." ] }, { "cell_type": "code", "execution_count": 436, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on the holdout set: 0.26\n" ] } ], "source": [ "log = LogisticRegression(random_state=SEED)\n", "\n", "Xtr, ytr = X[:750], y[:750]\n", "Xval, yval = X[750:], y[750:]\n", "\n", "log.fit(Xtr, ytr)\n", "log_preds = log.predict(Xval)\n", "\n", "print('Accuracy on the holdout set: {}'.format(accuracy_score(yval, log_preds)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is evident by the accuracy produced by the classifier trained on it. Now if we merge the two features $x_1$ and $x_2$ and create [one-hot encoding](https://machinelearningmastery.com/why-one-hot-encode-data-in-machine-learning/) of this variable we would find different results" ] }, { "cell_type": "code", "execution_count": 437, "metadata": { "collapsed": true }, "outputs": [], "source": [ "X = pd.concat((X, pd.get_dummies(X.iloc[:, 0].astype(np.str) + '_' + X.iloc[:, 1].astype(np.str))), axis=1)" ] }, { "cell_type": "code", "execution_count": 438, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on the holdout set: 1.0\n" ] } ], "source": [ "log = LogisticRegression(random_state=SEED)\n", "\n", "Xtr, ytr = X[:750], y[:750]\n", "Xval, yval = X[750:], y[750:]\n", "\n", "log.fit(Xtr, ytr)\n", "log_preds = log.predict(Xval)\n", "\n", "print('Accuracy on the holdout set: {}'.format(accuracy_score(yval, log_preds)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By just adding this combination we were able to learn perfect classifier, that is why the author emphasizes that feature engineering is the key." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More data beats cleverer algorithm " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Suppose you’ve constructed the best set of features you can, but the classifiers you’re getting are still not accurate enough. What can you do now? There are two main choices:\n", "- design a better learning algorithm\n", "- gather more data\n", "\n", "ML researchers are mainly concerned with the former but pragmatically the quickest path to success it getting more data. As a rule of thumb, a dumb algorithm with lots and lots of data beats a clever one with modest amounts of it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Learn many models not one " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Early on everyone had their favorite learners with some `apriori` reasons to believe in its superiority. Most of the effort was then spent to try many variations of it and select the best one.\n", "\n", "Then systematic empirical comparisons showed that the best learner varies from application to application, and systems containing many different learners started to appear. Effort now went into trying\n", "many variations of many learners, and still selecting just the best one. But then researchers noticed that, if instead of selecting the best variation found, we combine many variations, the results are better—often much better—and at little extra effort for the user.\n", "\n", "Thus creating `model ensembles` became the standard routine. We will demonstrate a basic ensemble techinque of `averaging` which combines results from various different classifiers." ] }, { "cell_type": "code", "execution_count": 439, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X, y = make_classification(n_samples=1000, n_features=2, n_redundant=0, random_state=SEED)\n", "plot(X, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Logistic Regression" ] }, { "cell_type": "code", "execution_count": 444, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on the validation set: 0.892\n" ] } ], "source": [ "classifier = LogisticRegression(random_state=SEED)\n", "\n", "X_scaled = scale(X)\n", "Xtr, ytr = X_scaled[:750], y[:750]\n", "Xval, yval = X_scaled[750:], y[750:]\n", "\n", "classifier.fit(Xtr, ytr)\n", "yval_preds = classifier.predict(Xval)\n", "\n", "print('Accuracy on the validation set: {}'.format(accuracy_score(yval, yval_preds)))" ] }, { "cell_type": "code", "execution_count": 445, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_decision_boundary(X_scaled, y, classifier)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Random Forest Classifier" ] }, { "cell_type": "code", "execution_count": 446, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on the validation set: 0.916\n" ] } ], "source": [ "classifier = RandomForestClassifier(n_estimators=50, random_state=SEED)\n", "\n", "X_scaled = scale(X)\n", "Xtr, ytr = X_scaled[:750], y[:750]\n", "Xval, yval = X_scaled[750:], y[750:]\n", "\n", "classifier.fit(Xtr, ytr)\n", "yval_preds = classifier.predict(Xval)\n", "\n", "print('Accuracy on the validation set: {}'.format(accuracy_score(yval, yval_preds)))" ] }, { "cell_type": "code", "execution_count": 447, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_decision_boundary(scale(X), y, classifier)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## SVC ( Support Vector Machines )" ] }, { "cell_type": "code", "execution_count": 448, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on the validation set: 0.908\n" ] } ], "source": [ "classifier = SVC(random_state=SEED)\n", "\n", "X_scaled = scale(X)\n", "Xtr, ytr = X_scaled[:750], y[:750]\n", "Xval, yval = X_scaled[750:], y[750:]\n", "\n", "classifier.fit(Xtr, ytr)\n", "yval_preds = classifier.predict(Xval)\n", "\n", "print('Accuracy on the validation set: {}'.format(accuracy_score(yval, yval_preds)))" ] }, { "cell_type": "code", "execution_count": 449, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_decision_boundary(scale(X), y, classifier)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see that the three classifiers were able to separate out classes by drawing out different decision boundaries, we know that it is very difficult to separate out classes using a linear boundary so let's try to merge Random Forest Classifier with Support Vector Machine to see if it would give boost to accuracy or not." ] }, { "cell_type": "code", "execution_count": 470, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on the validation set: 0.924\n" ] } ], "source": [ "X_scaled = scale(X)\n", "Xtr, ytr = X_scaled[:750], y[:750]\n", "Xval, yval = X_scaled[750:], y[750:]\n", "\n", "\n", "classifier = VotingClassifier(estimators=[\n", " ('rf', RandomForestClassifier(n_estimators=50, random_state=SEED)), \n", " ('svc', SVC(random_state=SEED))], \n", " voting='hard')\n", "\n", "classifier.fit(Xtr, ytr)\n", "yval_preds = classifier.predict(Xval)\n", "\n", "print('Accuracy on the validation set: {}'.format(accuracy_score(yval, yval_preds)))" ] }, { "cell_type": "code", "execution_count": 471, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_decision_boundary(scale(X), y, classifier)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clearly by ensembling these two models we were able to push the accuracy to **0.924**. Decision boundary has also become a bit more smooth." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simplicity does not imply accuracy " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "`Occam’s razor` famously states that entities should not be multiplied beyond necessity. In machine learning, this is often taken to mean that, given two classifiers with the same training error, the simpler of the two will likely have the lowest test error. Purported proofs of this claim appear regularly in the literature, but in fact there are many counterexamples to it, and the “no free lunch” theorems imply it cannot be true.\n", "\n", "We saw one counter-example in the previous section: model ensembles. Simpler hypotheses should be preferred because\n", "simplicity is a virtue in its own right, not because of a hypothetical connection with accuracy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Representable does not imply learnable \n", "\n", "Just because a function can be represented does not mean it can be learned. For example, standard decision tree learners cannot learn trees with more leaves than there are training examples.\n", "\n", "If the hypothesis space has many local optima of the evaluation function, as is often the case, the learner may not find the true function even if it is representable. Given finite data, time and memory, standard learners can learn only a tiny subset of all possible functions, and these subsets are different for learners\n", "with different representations so it pays to try different learners." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Correlation does not imply causation \n", "\n", "The point that correlation does not imply causation is made so often that it is perhaps not worth belaboring. Learners of the kind that we have been discussing can only learn correlations but their results are often treated as causal relations.\n", "\n", "If we find that beer and diapers are often bought together at the supermarket, then perhaps putting beer next to the diaper section will increase sales.\n", "\n", "Machine Learning is often applied to `observational data` where the target variable are under control as opposed to `experimental data`. Correlation is a sign of a potential causal connection, and we can use it as a guide to further investigation.\n", "\n", "Whether or not we call them `causal,` we would like to predict the effects of our actions, not just `correlations` between observable variables." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "This paper tried to bring to light certain pitfalls and ideas that every machine learning practitioner should keep in mind when designing successul machine learning systems." ] } ], "metadata": { "kernelspec": { "display_name": "mltudes", "language": "python", "name": "mltudes" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 2 }