{ "metadata": { "name": "", "signature": "sha256:61a38a776756d34ec4a11697d03540ee05d1bfa2066dd9ce673e6d03040e1bc4" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Sobre" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Scikit-learn: Machine Learning in Python](http://arxiv.org/pdf/1201.0490.pdf)\n", "> Scikit-learn is a Python module integrating a wide range of state-of-the-art machine learning algorithms for medium-scale supervised and unsupervised problems. This package focuses on bringing machine learning to non-specialists using a general-purpose high-level language. Emphasis is put on ease of use, performance, documentation, and API consistency. It has minimal dependencies and is distributed under the simpli\ufb01ed BSD license, encouraging its use in both academic and commercial settings.\n", "\n", "- Simple and efficient tools for data mining and data analysis\n", "- Accessible to everybody, and reusable in various contexts\n", "- Built on NumPy, SciPy, and matplotlib\n", "- Open source, commercially usable - BSD license" ] }, { "cell_type": "heading", "level": 1, "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Documenta\u00e7\u00e3o" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "User guide" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[link](http://scikit-learn.org/stable/user_guide.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> The main documentation. This contains an in-depth description of all algorithms and how to apply them." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "API" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[link](http://scikit-learn.org/stable/modules/classes.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> The exact API of all functions and classes, as given by the docstrings. The API documents expected types and allowed features for all functions, and all parameters available for the algorithms." ] }, { "cell_type": "heading", "level": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Examples" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[link](http://scikit-learn.org/stable/auto_examples/index.html)" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Exemplo de example" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "\"\"\"\n", "=========================================================\n", "PCA example with Iris Data-set\n", "=========================================================\n", "\n", "Principal Component Analysis applied to the Iris dataset.\n", "\n", "See `here `_ for more\n", "information on this dataset.\n", "\n", "\"\"\"\n", "# Code source: Gael Varoqueux\n", "# License: BSD 3 clause\n", "\n", "import numpy as np\n", "import pylab as pl\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "\n", "from sklearn import decomposition\n", "from sklearn import datasets\n", "\n", "np.random.seed(5)\n", "\n", "centers = [[1, 1], [-1, -1], [1, -1]]\n", "iris = datasets.load_iris()\n", "X = iris.data\n", "y = iris.target\n", "\n", "fig = pl.figure(1, figsize=(12, 9))\n", "pl.clf()\n", "ax = Axes3D(fig, rect=[0, 0, .95, 1], elev=48, azim=134)\n", "\n", "pl.cla()\n", "pca = decomposition.PCA(n_components=3)\n", "pca.fit(X)\n", "X = pca.transform(X)\n", "\n", "for name, label in [('Setosa', 0), ('Versicolour', 1), ('Virginica', 2)]:\n", " ax.text3D(X[y == label, 0].mean(),\n", " X[y == label, 1].mean() + 1.5,\n", " X[y == label, 2].mean(), name,\n", " horizontalalignment='center',\n", " bbox=dict(alpha=.5, edgecolor='w', facecolor='w'))\n", "# Reorder the labels to have colors matching the cluster results\n", "y = np.choose(y, [1, 2, 0]).astype(np.float)\n", "ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=y, cmap=pl.cm.spectral)\n", "\n", "x_surf = [X[:, 0].min(), X[:, 0].max(),\n", " X[:, 0].min(), X[:, 0].max()]\n", "y_surf = [X[:, 0].max(), X[:, 0].max(),\n", " X[:, 0].min(), X[:, 0].min()]\n", "x_surf = np.array(x_surf)\n", "y_surf = np.array(y_surf)\n", "v0 = pca.transform(pca.components_[0])\n", "v0 /= v0[-1]\n", "v1 = pca.transform(pca.components_[1])\n", "v1 /= v1[-1]\n", "\n", "ax.w_xaxis.set_ticklabels([])\n", "ax.w_yaxis.set_ticklabels([])\n", "ax.w_zaxis.set_ticklabels([])\n", "\n", "pl.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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GA5w6dcrI4K/MmsgcodPpGFHap2vOUBNIPMzn8ySTmJVRsY2s2Ut5osh1XcRxjOVyCd/3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UAAAg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r3hWNRnXZB1EIJpMJl19+efJ/Z8oS+3w+xK1x2FudyfaYbWZYzrXg9OmmQ1LTqVHqbV/g90et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\nPhy5ubk4f/48RowYcd1rsrOzUV9fj/Xr17fbbY6IiLoGu8kRESlYIBDAunX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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "heading", "level": 1, "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Flow chart" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "heading", "level": 1, "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "More API" ] }, { "cell_type": "heading", "level": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "sklearn.cross_validation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- KFold\n", "- ShuffleSplit\n", "- ..." ] }, { "cell_type": "heading", "level": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "sklearn.datasets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Datasets\n", "\n", "- load_iris\n", "- load_boston\n", "- ...\n", "\n", "Geradores de dados de dados rand\u00f4micos\n", "\n", "- make_classification : Generate a random n-class classification problem.\n", "- ..." ] }, { "cell_type": "heading", "level": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "sklearn.feature_extraction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- text.CountVectorizer : Convert a collection of text documents to a matrix of token counts\n", "- ..." ] }, { "cell_type": "heading", "level": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "sklearn.metrics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- accuracy_score\n", "- confusion_matrix\n", "- mean_squared_error\n", "- ..." ] }, { "cell_type": "heading", "level": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "sklearn.preprocessing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- OneHotEncoder\n", "- ..." ] } ], "metadata": {} } ] }