{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Introducing Scikit-Learn for Machine Learning"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"\n",
"\n",
"*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n",
"\n",
"*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"\n",
"< [What Is Machine Learning?](05.01-What-Is-Machine-Learning.ipynb) | [Contents](Index.ipynb) | [Hyperparameters and Model Validation](05.03-Hyperparameters-and-Model-Validation.ipynb) >"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Python machine learning \n",
"\n",
"- [Scikit-Learn](http://scikit-learn.org) provides efficient versions of a large number of common algorithms.\n",
" - Scikit-Learn is characterized by a clean, uniform, and streamlined API, as well as by very useful and complete online documentation.\n",
"\n",
"> ## Once you understand the basic use and syntax of Scikit-Learn for one type of model, switching to a new model or algorithm is very straightforward.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"Python machine learning \n",
"\n",
"A solid understanding of these API elements will form the foundation for understanding the deeper practical discussion of machine learning algorithms and approaches.\n",
"\n",
"This section provides an overview of the Scikit-Learn API \n",
"\n",
"- The *data representation* in Scikit-Learn\n",
"- The *Estimator* API\n",
" - a more interesting example of using these tools for exploring a set of images of hand-written digits."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Data Representation in Scikit-Learn"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Machine learning is about creating models from data: \n",
"- How data can be represented in order to be understood by the computer.\n",
" - Tables of data."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Data as table\n",
"\n",
"A basic table is a two-dimensional grid of data\n",
"- the rows represent individual elements of the dataset\n",
"- the columns represent quantities related to each of these elements.\n",
"\n",
"For example, consider the [Iris dataset](https://en.wikipedia.org/wiki/Iris_flower_data_set), famously analyzed by Ronald Fisher in 1936.\n",
"\n",
"We can download this dataset in the form of a Pandas ``DataFrame`` using the [seaborn](http://seaborn.pydata.org/) library:"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-15T07:26:46.002170Z",
"start_time": "2018-05-15T07:26:45.988082Z"
},
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
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" sepal_length sepal_width petal_length petal_width species\n",
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},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import seaborn as sns\n",
"sns.set_context(\"talk\", font_scale=1.5)\n",
"\n",
"iris = sns.load_dataset('iris')\n",
"iris.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"- Each row of the data refers to a single observed flower\n",
"- The number of rows is the total number of flowers in the dataset.\n",
" - the rows of the matrix as *samples*\n",
" - the number of rows as ``n_samples``.\n",
"- each column of the data refers to a particular quantitative piece of information that describes each sample.\n",
" - the columns of the matrix as *features*\n",
" - the number of columns as ``n_features``."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"#### Features matrix\n",
"\n",
"This table layout of the information can be thought of as a ``two-dimensional numerical array or matrix``, which we will call the **features matrix**.\n",
"\n",
"- The features matrix is often stored in a variable named ``X``.\n",
"- The features matrix is assumed to be two-dimensional, with shape ``[n_samples, n_features]``, \n",
"- The features matrix is most often contained in a NumPy array or a Pandas ``DataFrame``\n",
"- some Scikit-Learn models also accept SciPy sparse matrices.\n",
"\n",
"The samples (i.e., rows) always refer to the individual objects described by the dataset.\n",
"- For example, the sample might be a flower, a person, a document, an image, a sound file, a video, an astronomical object, or anything else you can describe with a set of quantitative measurements.\n",
"\n",
"The features (i.e., columns) always refer to the distinct observations that describe each sample in a quantitative manner.\n",
"- Features are generally real-valued, but may be Boolean or discrete-valued in some cases."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"#### Target array\n",
"\n",
"In addition to the feature matrix ``X``, we also generally work with a *label* or *target* array, which by convention we will usually call ``y``.\n",
"- The target array is usually one dimensional, with length ``n_samples``\n",
"- The target array is generally contained in a NumPy array or Pandas ``Series``.\n",
"- The target array may have continuous numerical values, or discrete classes/labels.\n",
"\n",
"While some Scikit-Learn estimators do handle multiple target values in the form of a two-dimensional, ``[n_samples, n_targets]`` target array, we will primarily be working with the common case of a one-dimensional target array."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"#### Target array\n",
"\n",
"The target array is usually the quantity we want to *predict from the data*: in statistical terms, it is the dependent variable.\n",
"> For example, in the preceding data we may wish to construct a model that can predict the species of flower based on the other measurements; in this case, the ``species`` column would be considered the target array.\n",
"\n",
"With this target array in mind, we can use Seaborn (see [Visualization With Seaborn](04.14-Visualization-With-Seaborn.ipynb)) to conveniently visualize the data:"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-15T12:51:31.747920Z",
"start_time": "2018-05-15T12:51:26.463393Z"
},
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import seaborn as sns; \n",
"sns.set()\n",
"sns.set_context(\"talk\", font_scale=1)\n",
"sns.pairplot(iris, hue='species', size=1.5);"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"For use in Scikit-Learn, we will extract the features matrix and target array from the ``DataFrame``\n",
"- we can use some of the Pandas ``DataFrame`` operations discussed in the [Chapter 3](03.00-Introduction-to-Pandas.ipynb):"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-15T07:31:02.519569Z",
"start_time": "2018-05-15T07:31:02.513989Z"
},
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(150, 4)"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_iris = iris.drop('species', axis=1)\n",
"X_iris.shape"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-15T07:31:11.307830Z",
"start_time": "2018-05-15T07:31:11.298124Z"
},
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
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"0 5.1 3.5 1.4 0.2\n",
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"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_iris[:3]"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-15T07:31:27.159081Z",
"start_time": "2018-05-15T07:31:27.153904Z"
},
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(150,)"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_iris = iris['species']\n",
"y_iris.shape"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-15T07:06:05.380136Z",
"start_time": "2018-05-15T07:06:05.374539Z"
},
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"0 setosa\n",
"1 setosa\n",
"2 setosa\n",
"Name: species, dtype: object"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_iris[:3]"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"To summarize, the expected layout of features and target values is visualized in the following diagram:"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"![](figures/05.02-samples-features.png)\n",
"[figure source in Appendix](06.00-Figure-Code.ipynb#Features-and-Labels-Grid)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Scikit-Learn's Estimator API"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"With this data properly formatted, we can move on to consider the *estimator* API of Scikit-Learn:"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Guiding principles outlined in the [Scikit-Learn API paper](http://arxiv.org/abs/1309.0238):\n",
"\n",
"- *Consistency*: All objects share a common interface drawn from a limited set of methods, with consistent documentation.\n",
" - Every machine learning algorithm in Scikit-Learn is implemented via the Estimator API, which provides a consistent interface for a wide range of machine learning applications.\n",
"\n",
"- *Inspection*: All specified parameter values are exposed as public attributes.\n",
"\n",
"- *Limited object hierarchy*: \n",
" - Only algorithms are represented by Python classes; \n",
" - datasets are represented in standard formats (NumPy arrays, Pandas ``DataFrame``s, SciPy sparse matrices) and \n",
" - parameter names use standard Python strings.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Guiding principles outlined in the [Scikit-Learn API paper](http://arxiv.org/abs/1309.0238):\n",
"\n",
"- *Composition*: Many machine learning tasks can be expressed as sequences of more fundamental algorithms,\n",
" and Scikit-Learn makes use of this wherever possible.\n",
"\n",
"- *Sensible defaults*: When models require user-specified parameters, the library defines an appropriate default value.\n",
"\n",
"> In practice, these principles make Scikit-Learn very easy to use, once the basic principles are understood.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Basics of the API\n",
"\n",
"1. Choose a class of model by importing the appropriate estimator class from Scikit-Learn.\n",
"2. Choose model hyperparameters by instantiating this class with desired values.\n",
"3. Arrange data into a features matrix and target vector following the discussion above.\n",
"4. Fit the model to your data by calling the ``fit()`` method of the model instance.\n",
"5. Apply the Model to new data:\n",
" - For supervised learning, often we predict labels for unknown data using the ``predict()`` method.\n",
" - For unsupervised learning, we often transform or infer properties of the data using the ``transform()`` or ``predict()`` method.\n",
"\n",
"We will now step through several simple examples of applying supervised and unsupervised learning methods."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Supervised learning example: Simple linear regression\n",
"\n",
"As an example of this process, let's consider a simple linear regression—that is, the common case of fitting a line to $(x, y)$ data.\n",
"We will use the following simple data for our regression example:"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-15T12:53:05.100098Z",
"start_time": "2018-05-15T12:53:04.956259Z"
},
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
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\n",
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