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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Scikit-Learn \n",
"See http://scikit-learn.org/stable/index.html\n",
"\n",
"Built on NumPy, SciPy, and Matplotlib\n",
"“De facto official Python general machine learning framework”\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import sklearn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Project Overview:\n",
"- Team: familiar neuroimagers -(Gael / Sartra / Chris etc.) http://scikit-learn.org/stable/about.html#citing-scikit-learn\n",
"- Now, 1000 contributers, 13,000 forks, 25,000 \"stars\"\n",
"- new version every 4-5 months 0.20 under dev\n",
"- Core techniques, hundreds of options for:\n",
" - Classification \n",
" - Regression \n",
" - Clustering \n",
" - Dimensionality Reduction \n",
" - Model Selection \n",
" - Preprocessing\n",
"\n",
"An attractive feature of Scikit-Learn is its generic [API](http://scikit-learn.org/stable/modules/classes.html)\n",
"\n",
"Very well documented: [Documentation](https://scikit-learn.org/stable/documentation.html)\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Supervised Learning\n",
"\n",
"Many [supervised learning](http://scikit-learn.org/stable/supervised_learning.html) tools, using standardised API.\n",
"\n",
"- Generalized Linear Models\n",
"- Linear and Quadratic Discriminant Analysis\n",
"- Kernel ridge regression\n",
"- Support Vector Machines\n",
"- Stochastic Gradient Descent\n",
"- Nearest Neighbors\n",
"- Gaussian Processes\n",
"- Cross decomposition\n",
"- Naive Bayes\n",
"- Decision Trees\n",
"- Ensemble methods\n",
"- Multiclass and multilabel algorithms\n",
"- Feature selection\n",
"- Semi-Supervised\n",
"- Isotonic regression\n",
"- Probability calibration\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SVC(C=100.0, cache_size=200, class_weight=None, coef0=0.0,\n",
" decision_function_shape=None, degree=3, gamma=0.001, kernel='rbf',\n",
" max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
" tol=0.001, verbose=False)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn import svm\n",
"clf = svm.SVC(gamma=0.001, C=100.)\n",
"clf"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load digits test dataset:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1797, 64)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn import datasets\n",
"digits = datasets.load_digits()\n",
"digits.data.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"np.unique(digits.target)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"\n",
"def plot_gallery(data, labels, shape, interpolation='nearest'):\n",
" for i in range(data.shape[0]):\n",
" plt.subplot(1, data.shape[0], (i + 1))\n",
" plt.imshow(data[i].reshape(shape), interpolation=interpolation)\n",
" plt.title(labels[i])\n",
" plt.xticks(()), plt.yticks(())"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x118819b38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"images = digits.data[:4]\n",
"labels = ['True class: %d' % l for l in (np.arange(4))]\n",
"plot_gallery(images, labels, shape=(8, 8))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Fitting data.."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SVC(C=100.0, cache_size=200, class_weight=None, coef0=0.0,\n",
" decision_function_shape=None, degree=3, gamma=0.001, kernel='rbf',\n",
" max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
" tol=0.001, verbose=False)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf.fit(digits.data[:-1], digits.target[:-1]) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Prediction.."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([8])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf.predict(digits.data[-1:])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Model Selection and evaluation\n",
"\n",
"e.g.\n",
"- Cross-validation: evaluating estimator performance\n",
"- Tuning the hyper-parameters of an estimator\n",
"- Model evaluation: quantifying the quality of predictions\n",
"- Validation curves: plotting scores to evaluate models\n",
"\n",
"\n",
"## Cross validation:\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 0.95 (+/- 0.04)\n"
]
}
],
"source": [
"from sklearn.model_selection import cross_val_score\n",
"clf = svm.SVC(kernel='linear', C=1)\n",
"scores = cross_val_score(clf, digits.data, digits.target, cv=5)\n",
"print(\"Accuracy: %0.2f (+/- %0.2f)\" % (scores.mean(), scores.std() * 2)) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Try LDA:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 0.91 (+/- 0.05)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/fsl/fslpython/envs/fslpython/lib/python3.5/site-packages/sklearn/discriminant_analysis.py:455: UserWarning: The priors do not sum to 1. Renormalizing\n",
" UserWarning)\n"
]
}
],
"source": [
"from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
"\n",
"clf = LinearDiscriminantAnalysis(solver='lsqr', shrinkage='auto')\n",
"scores = cross_val_score(clf, digits.data, digits.target, cv=5)\n",
"print(\"Accuracy: %0.2f (+/- %0.2f)\" % (scores.mean(), scores.std() * 2)) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Many types of [Cross Validation Iterators](https://ogrisel.github.io/scikit-learn.org/sklearn-tutorial/modules/cross_validation.html)\n",
"- K-Fold\n",
"- Leave-One-Out\n",
"- Leave-One-Label-Out\n",
"- etc\n",
"\n",
"Many types of [model evaluation](http://scikit-learn.org/stable/modules/model_evaluation.html).\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[2, 0, 0],\n",
" [0, 0, 1],\n",
" [1, 0, 2]])"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.metrics import confusion_matrix\n",
"y_true = [2, 0, 2, 2, 0, 1]\n",
"y_pred = [0, 0, 2, 2, 0, 2]\n",
"confusion_matrix(y_true, y_pred)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Grid Search"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"GridSearchCV(cv=None, error_score='raise',\n",
" estimator=SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
" decision_function_shape=None, degree=3, gamma='auto', kernel='rbf',\n",
" max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
" tol=0.001, verbose=False),\n",
" fit_params={}, iid=True, n_jobs=1,\n",
" param_grid={'C': [1, 10], 'kernel': ('linear', 'rbf')},\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring=None, verbose=0)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.model_selection import GridSearchCV\n",
"parameters = {'kernel':('linear', 'rbf'), 'C':[1, 10]}\n",
"svc = svm.SVC()\n",
"clf = GridSearchCV(svc, parameters)\n",
"clf.fit(digits.data, digits.target)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'mean_fit_time': array([ 0.02530042, 0.25320292, 0.02594137, 0.25052571]),\n",
" 'mean_score_time': array([ 0.01454631, 0.06761368, 0.01411541, 0.06657036]),\n",
" 'mean_test_score': array([ 0.94379521, 0.42125765, 0.94379521, 0.45075125]),\n",
" 'mean_train_score': array([ 1., 1., 1., 1.]),\n",
" 'param_C': masked_array(data = [1 1 10 10],\n",
" mask = [False False False False],\n",
" fill_value = ?),\n",
" 'param_kernel': masked_array(data = ['linear' 'rbf' 'linear' 'rbf'],\n",
" mask = [False False False False],\n",
" fill_value = ?),\n",
" 'params': ({'C': 1, 'kernel': 'linear'},\n",
" {'C': 1, 'kernel': 'rbf'},\n",
" {'C': 10, 'kernel': 'linear'},\n",
" {'C': 10, 'kernel': 'rbf'}),\n",
" 'rank_test_score': array([1, 4, 1, 3], dtype=int32),\n",
" 'split0_test_score': array([ 0.93521595, 0.39368771, 0.93521595, 0.42026578]),\n",
" 'split0_train_score': array([ 1., 1., 1., 1.]),\n",
" 'split1_test_score': array([ 0.95826377, 0.41068447, 0.95826377, 0.43906511]),\n",
" 'split1_train_score': array([ 1., 1., 1., 1.]),\n",
" 'split2_test_score': array([ 0.93791946, 0.45973154, 0.93791946, 0.49328859]),\n",
" 'split2_train_score': array([ 1., 1., 1., 1.]),\n",
" 'std_fit_time': array([ 0.00169867, 0.00935047, 0.00159875, 0.0047805 ]),\n",
" 'std_score_time': array([ 0.00102569, 0.00225552, 0.00054124, 0.00126933]),\n",
" 'std_test_score': array([ 0.01029018, 0.02797932, 0.01029018, 0.03093513]),\n",
" 'std_train_score': array([ 0., 0., 0., 0.])}"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf.cv_results_\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 0.95 (+/- 0.04)\n"
]
}
],
"source": [
"scores = cross_val_score(clf, digits.data, digits.target, cv=5)\n",
"print(\"Accuracy: %0.2f (+/- %0.2f)\" % (scores.mean(), scores.std() * 2)) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Unsupervised Learning\n",
"- Gaussian mixture models\n",
"- Manifold learning\n",
"- Clustering\n",
"- Biclustering\n",
"- Decomposing signals in components (matrix factorization problems)\n",
"- Covariance estimation\n",
"- Novelty and Outlier Detection\n",
"- Density Estimation\n",
"- Neural network models (unsupervised)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Matrix factorization \n",
"\n",
"Various [Decompositon](http://scikit-learn.org/stable/modules/decomposition.html#decompositions) methods available, including:\n",
"- PCA\n",
"- ICA\n",
"- LDA\n",
"- NNMF\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1797, 2)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"\n",
"pca = PCA(n_components=2)\n",
"pca.fit(digits.data)\n",
"digits_pca = pca.fit_transform(digits.data)\n",
"digits_pca.shape"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"pca.fit_transform??"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11be68128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from itertools import cycle\n",
"\n",
"colors = ['b', 'g', 'r', 'c', 'm', 'y', 'k']\n",
"markers = ['+', 'o', '^', 'v', '<', '>', 'D', 'h', 's']\n",
"for i, c, m in zip(np.unique(digits.target), cycle(colors), cycle(markers)):\n",
" plt.scatter(digits_pca[digits.target == i, 0], digits_pca[digits.target == i, 1],\n",
" c=c, marker=m, label=i, alpha=0.5)\n",
" \n",
"_ = plt.legend(loc='best')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Clustering\n",
"\n",
"[Many options,](http://scikit-learn.org/stable/modules/clustering.html) Including:\n",
"- KMeans\n",
"- Hierarchical\n",
"- Spectral\n",
"- etc.\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n",
" n_clusters=10, n_init=10, n_jobs=1, precompute_distances='auto',\n",
" random_state=None, tol=0.0001, verbose=0)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.cluster import KMeans\n",
"digits_kmeans = KMeans(init='k-means++', n_clusters=10, n_init=10)\n",
"digits_kmeans.fit(digits_pca)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1797,)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"digits_kmeans.labels_.shape"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11c3b1a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"for i, c, m in zip(np.unique(digits_kmeans.labels_), cycle(colors), cycle(markers)):\n",
" plt.scatter(digits_pca[digits_kmeans.labels_ == i, 0], digits_pca[digits_kmeans.labels_ == i, 1],\n",
" c=c, marker=m, label=i, alpha=0.5)\n",
" \n",
"_ = plt.legend(loc='best')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.51958595223162929"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.metrics import adjusted_mutual_info_score\n",
"adjusted_mutual_info_score(digits.target,digits_kmeans.labels_)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Deep Learning\n",
"\"Warning This implementation is not intended for large-scale applications. In particular, scikit-learn offers no GPU support. For much faster, GPU-based implementations, as well as frameworks offering much more flexibility to build deep learning architectures, see Related Projects.\n",
"\"\n",
"- [TFLearn](https://tflearn.org) Tensorflow wrapper with Scikit-Learn like API\n",
"- [Keras](https://keras.io) Keras has Scikit-Learn \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# NiLearn\n",
"\n",
"- [NILearn](https://nilearn.github.io/) Machine learning for Neuro-Imaging in Python\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Performance \n",
"\n",
"Design not performance \n",
"\n",
" ## Big Data\n",
" - some incremental estimators\n",
" - scipy.sparse\n",
"\n",
" ## Processing\n",
"- Some functions implemented using Cython (e.g. libsvm is used)\n",
"- joblib.Parallel\n",
"- multiprocessing module\n",
"-"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Contributing \n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}