diff --git a/README.md b/README.md index c22abba..ad1734b 100644 --- a/README.md +++ b/README.md @@ -1,25 +1,26 @@ -Summary -======= +# Summary + This repository contains some basic code for Bayesian optimization -Installation -============ -Install the current development version of scikit-learn (or sklearn version 0.18 once this is available) +## Installation - git clone git@github.com:scikit-learn/scikit-learn.git - cd sklearn - sudo python setup.py install +Install dependencies + +1. Install [nlopt](https://github.com/stevengj/nlopt) for your Python version. +2. Install dependencies with pip: `[sudo] pip[3] install -r requirements.txt` + (requirements.txt can be found in the repository) +3. (Optional:) install [BOLeRo](https://github.com/rock-learning/bolero) Install `bayesian_optimization` - git clone git@git.hb.dfki.de:jmetzen/bayesian_optimization.git + git clone https://github.com/rock-learning/bayesian_optimization.git cd bayesian_optimization sudo python setup.py install -Usage -===== +## Usage + Some usage examples are contained in the folder "examples". To reproduce the results from the ICML 2016 paper "Minimum Regret Search for Single- and Multi-Task Optimization", please execute the jupyter notebook "examples/mrs_evaluation.ipynb." diff --git a/bayesian_optimization/__init__.py b/bayesian_optimization/__init__.py index dbc0c3e..563635d 100644 --- a/bayesian_optimization/__init__.py +++ b/bayesian_optimization/__init__.py @@ -1,6 +1,7 @@ -from bayesian_optimization import (BayesianOptimizer, REMBOOptimizer, - InterleavedREMBOOptimizer) -from model import GaussianProcessModel -from acquisition_functions import (ProbabilityOfImprovement, - ExpectedImprovement, UpperConfidenceBound, GPUpperConfidenceBound, - EntropySearch, MinimalRegretSearch, create_acquisition_function) \ No newline at end of file +from .bayesian_optimization import (BayesianOptimizer, REMBOOptimizer, + InterleavedREMBOOptimizer) +from .model import GaussianProcessModel +from .acquisition_functions import ( + ProbabilityOfImprovement, ExpectedImprovement, UpperConfidenceBound, + GPUpperConfidenceBound, EntropySearch, MinimalRegretSearch, + create_acquisition_function) \ No newline at end of file diff --git a/bayesian_optimization/acquisition_functions.py b/bayesian_optimization/acquisition_functions.py index 42935fb..24f57e2 100644 --- a/bayesian_optimization/acquisition_functions.py +++ b/bayesian_optimization/acquisition_functions.py @@ -5,9 +5,6 @@ from scipy.stats import norm, entropy from scipy.special import erf -from sklearn.cluster import KMeans -from sklearn.neighbors import NearestNeighbors - class AcquisitionFunction(object): """ Abstract base class for acquisition functions.""" diff --git a/bayesian_optimization/bayesian_optimization.py b/bayesian_optimization/bayesian_optimization.py index 60a33eb..a2bf375 100644 --- a/bayesian_optimization/bayesian_optimization.py +++ b/bayesian_optimization/bayesian_optimization.py @@ -333,7 +333,7 @@ def __init__(self, interleaved_runs=2, *args, **kwargs): *args, **kwargs) for run in range(interleaved_runs)] self.rembos = cycle(self.rembos) - self.current_rembo = self.rembos.next() + self.current_rembo = next(self.rembos) self.X_ = [] self.y_ = [] @@ -361,4 +361,4 @@ def update(self, X, y): self.y_.append(y) self.current_rembo.update(X, y) - self.current_rembo = self.rembos.next() + self.current_rembo = next(self.rembos) diff --git a/bolero_bayes_opt/examples/plot_bops_optimizer_catapult.py b/bolero_bayes_opt/examples/plot_bops_optimizer_catapult.py index 75e9614..e3e096d 100644 --- a/bolero_bayes_opt/examples/plot_bops_optimizer_catapult.py +++ b/bolero_bayes_opt/examples/plot_bops_optimizer_catapult.py @@ -17,13 +17,13 @@ kernel = C(100.0, (1.0, 10000.0)) \ - * Matern(l=(1.0, 1.0), l_bounds=[(0.1, 100), (0.1, 100)]) + * Matern(length_scale=(1.0, 1.0), length_scale_bounds=[(0.1, 100), (0.1, 100)]) opt = BOPSOptimizer( boundaries=[(5, 10), (0, np.pi/2)], bo_type="bo", acquisition_function="UCB", acq_fct_kwargs=dict(kappa=2.5), optimizer="direct+lbfgs", maxf=100, - gp_kwargs=dict(kernel=kernel, normalize_y=True, sigma_squared_n=1e-5)) + gp_kwargs=dict(kernel=kernel, normalize_y=True, alpha=1e-5)) target = 4.0 # Fixed target @@ -42,7 +42,7 @@ # Determine reward landscape v = np.linspace(5.0, 10.0, 100) -theta = np.linspace(0.0, np.pi/2, 100) +theta = np.linspace(0.0, np.pi / 2, 100) V, Theta = np.meshgrid(v, theta) Z = np.array([[partial(catapult._compute_reward, context=context) diff --git a/bolero_bayes_opt/optimizer/bocps.py b/bolero_bayes_opt/optimizer/bocps.py index 77c2bd9..55622ac 100644 --- a/bolero_bayes_opt/optimizer/bocps.py +++ b/bolero_bayes_opt/optimizer/bocps.py @@ -84,7 +84,7 @@ def __init__(self, boundaries, bo_type="bo", acquisition_function="UCB", self.boundaries = boundaries self.bo_type = bo_type self.value_transform = value_transform - if isinstance(self.value_transform, basestring): + if isinstance(self.value_transform, str): self.value_transform = eval(self.value_transform) self.optimizer = optimizer @@ -171,7 +171,7 @@ def set_evaluation_feedback(self, feedbacks): self.policy_fitted = False def best_policy(self, maxfun=15000, variance=0.01, - training=["model-free", "model_based"]): + training=["model-free", "model-based"]): """Returns the best (greedy) policy learned so far. Parameters diff --git a/examples/rosenbrock_bayesian_optimization.ipynb b/examples/rosenbrock_bayesian_optimization.ipynb index 1203d80..cf9ffcb 100644 --- a/examples/rosenbrock_bayesian_optimization.ipynb +++ b/examples/rosenbrock_bayesian_optimization.ipynb @@ -10,21 +10,19 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", - "%autoreload 2" + "%autoreload 2\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -37,9 +35,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", @@ -49,9 +45,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import sys\n", @@ -64,24 +58,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Target function" + "### Objective Function" ] }, { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -106,9 +100,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "x = np.random.uniform(0, 2, size=(2, 100))\n", @@ -118,28 +110,19 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Learned kernel: 100**2 * RBF(length_scale=[0.243, 0.742])\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/dl/anaconda/envs/bayesopt/lib/python2.7/site-packages/ipykernel/__main__.py:7: RuntimeWarning: invalid value encountered in log10\n" + "Learned kernel: 100**2 * RBF(length_scale=[0.287, 0.781])\n" ] }, { "data": { "text/plain": [ - "" + "Text(0.5, 1.0, 'Learned GP model on 100 training datapoints')" ] }, "execution_count": 7, @@ -148,12 +131,14 @@ }, { "data": { - "image/png": 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IWypJnLhgvy+5s7uD3j4nOuLOFDsT4IooQ7y43yCwoWnlxIqwpZYKWMFRIWl+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\nzx0hIqeJyH0icr+InB/SZsBZf6eIHJ9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+ "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -163,7 +148,7 @@ "\n", "gp = GaussianProcessRegressor(kernel=kernel, normalize_y=True)\n", "gp.fit(x.T, y)\n", - "print \"Learned kernel: %s\" % gp.kernel_\n", + "print(\"Learned kernel: %s\" % gp.kernel_)\n", "\n", "Zi = np.array([np.log10(gp.predict([[xi_, yi_]])) for yi_ in yi for xi_ in xi]).reshape(Xi.shape)\n", "CS = plt.contourf(Xi, Yi, Zi)\n", @@ -187,75 +172,66 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/dl/anaconda/envs/bayesopt/lib/python2.7/site-packages/ipykernel/__main__.py:40: RuntimeWarning: invalid value encountered in log10\n", - "/opt/dl/anaconda/envs/bayesopt/lib/python2.7/site-packages/sklearn/gaussian_process/gpr.py:421: UserWarning: fmin_l_bfgs_b terminated abnormally with the state: {'warnflag': 2, 'task': 'ABNORMAL_TERMINATION_IN_LNSRCH', 'grad': array([-36.41357422, 0.3250705 , -0.14344296]), 'nit': 10, 'funcalls': 115}\n", - " \" state: %s\" % convergence_dict)\n", - "/opt/dl/anaconda/envs/bayesopt/lib/python2.7/site-packages/sklearn/gaussian_process/gpr.py:421: UserWarning: fmin_l_bfgs_b terminated abnormally with the state: {'warnflag': 2, 'task': 'ABNORMAL_TERMINATION_IN_LNSRCH', 'grad': array([ -3.84486624e+01, -4.02848015e-05, 3.52787276e-04]), 'nit': 10, 'funcalls': 62}\n", - " \" state: %s\" % convergence_dict)\n", - "/opt/dl/anaconda/envs/bayesopt/lib/python2.7/site-packages/sklearn/gaussian_process/gpr.py:421: UserWarning: fmin_l_bfgs_b terminated abnormally with the state: {'warnflag': 2, 'task': 'ABNORMAL_TERMINATION_IN_LNSRCH', 'grad': array([-39.6640625 , -0.89507845, -0.29212758]), 'nit': 5, 'funcalls': 59}\n", - " \" state: %s\" % convergence_dict)\n", - "/opt/dl/anaconda/envs/bayesopt/lib/python2.7/site-packages/sklearn/gaussian_process/gpr.py:302: UserWarning: Predicted variances smaller than 0. Setting those variances to 0.\n", - " warnings.warn(\"Predicted variances smaller than 0. \"\n", - "/opt/dl/anaconda/envs/bayesopt/lib/python2.7/site-packages/sklearn/gaussian_process/gpr.py:421: UserWarning: fmin_l_bfgs_b terminated abnormally with the state: {'warnflag': 2, 'task': 'ABNORMAL_TERMINATION_IN_LNSRCH', 'grad': array([ -4.13281250e+01, 1.76112644e-01, -7.30925333e-03]), 'nit': 14, 'funcalls': 118}\n", - " \" state: %s\" % convergence_dict)\n" - ] - }, { "data": { - "image/png": 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Bm3eY2U1mdrOZLTOzF2fQVZFi0rFTYmRmB5jZVWZ2WzRmz27RdoqZbTEzTe1W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\nJEnaUm7WJUmSpC3lZl2SJEnaUv8BgSXSNVT1PdUAAAAASUVORK5CYII=\n", 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\n", 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R++wkamfRmmlbI48AM6tOf1a+B3/HxPdn2YOEDG/la57h7uVZixq1Yy1wqHUw0NbCrAr1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\n3U81s/2Br7j7YLTpQuDbZjYdGAbOTqfF6SnWec0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\n", 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a0QWBOoTBpLNK5sqYtS8sfFfyr5WmEhhN2SgiWbXocJi1a/GyWbvCwhRfAkwl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\n", 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\n", 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2mInogEAdwmDSmUVzZczcAxa8O/nnSlMJjKZsFMkOZdULLTwIZm5fuGzm9rCg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\nR8K2bugGWLu2eeOatfTcubllm57NWzq2Sdv0F1XVJaU0Zre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\n", 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XAFdEtxcXrJvXlkaJtEhvT/HlfSn/VK9UAjM6dUre/d5165vZnJbIcglMo9z9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\nZnOj9YuBLwE/MLObCeUen3L3srU1nUR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VRaQVFKynRDdm1aWLDZRaMTv6yTmzlr1qGjBp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\ne2LoWqalLZS3sqoQ/HVmA63HbCsUcF226Zaq6iLBNGaH19d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"text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -321,14 +297,12 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0.5, 1.0, 'Learning curve')" ] }, "execution_count": 9, @@ -337,12 +311,14 @@ }, { "data": { - "image/png": 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f8ZKAenGTuDPKkyzWUYsWfVkmcS2nWjRqmcRV1L7lqCTteSbfI3yuyPsS3TEa\nNs/EMEqkpUzqxSviLuLDh8Nrr8U7J0pWmS8314gR8Oc/+7NMGlEmcRW1bzkq8THPpKYyUdXJtfY1\ngoh8DvgUTmEcXqMNvc0zMYwSvlupBNRbyOMuTiNGwPPPw557xjsni3Yqwb18urmWLetrpRInrrRs\nmT8FGcjR0+NkqVeFnyZRihaHiMiXReQuEblTRM4SkcTGmc0zMYx45OXmiqtMkgbgs7JMfLq5+vd3\nC3d3dzLLxGe6c7lyatTSaYQoqcE34TKmrsBlWO1IWQC8UWyeiWGEk6aby7dl8p//+E0N7u11RX71\nmiimJV8Y5Yohbp2JL2Xi+3qNECU/ZEdVnVj2eaaI/M2XADbPxDDCmTcPJk6sf1xc0rBMenv9WiZd\nXa5q3MdQsCTyhZFkIW9lZRLlP9HTIrJP8EFE9gaeSk8kwzDKaSbLpPx3FMp7etWSwdfin0S+MIKF\nPEnRoq84UJBqXARlEsUy2RN4VERexQXNxwIvlCrWVVV3SVNAw2h3fFe/Bwwf7tqf1CKJZVL+OwqD\nBjk//8qV1dNkfdZOJJEvjCQLue/F37dyaoQoymRK6lIYhlGTNC2Tv/+99v4sLJPg+KBBZCW+akzK\n5UojZmJurmgV8C+LyEhcem7/su1pFi0ahoHz8b/5ZnqpwfXqTLJSJkuWVB9h2wxuLlMmjrrKRES+\njevF9RLQW7YrzaJFwzCAhQvdYppG/UCUAHxY365q1yv/Hee8WrGboru5GlEmPutMmkKZ4Go83qGq\ndfqLZouITADOBDYBHlLVq3MWyTC8k5aLC6IF4LfeOt71yn/HOa+WUvNpmQwaBAMG+LNMyms8khQt\nbrSRXxnynGUC0bK5/gKMTFuQuKjqHFX9LE7Z7Zu3PIaRBmkqkzRSg8t/xzkvC8sk6JSchmVidSbR\nlMnFuPTgGSIyvfTjrRo96TyT0jFHAr8Cfu1LHsMoEmm1UgH3hr54ce39SQPwcRe1ESNgwYLq+3wG\n4IN7+VQmCxfGa2Pie/EfNqw42VxRK+AvAb6La/4Y/PjiBioyxsrmmUzBVd9PFZF3lvadLCKXi8jm\nqjpdVQ8HTvQoj2EUhjQtk622crNSnn22+v64C96wYXD//dDREU+Oo4+G73ynb5xtpQw+lcn//R/s\nuKOfa3V2uor6OM/Idypv//7OdffWW82hTLpU9QpVnamqs0o/j/gSQFVnA4sqNq+dZ6Kqq4Bgngmq\nOk1Vz8IZIuzlAAAbR0lEQVT17vqBiFwN3OtLHsMoEmkqkwED4POfh8svr74/rjIRgUMPjS/H8cfD\nu94FX6vif/D9xn3wwf7mwnR2ujqduAq3q8vv90oiRxpEeayzReQ7uEaLa8f15j3PpKTQIik1m2di\nNCvz5sE++9Q/Limnnw7veIdbjMaMWXdfln74H/0Idt0VDj8cDjusb/vSpbDtttnIEJcklklHh0sE\nmD/frzKJK0clac8zCXgXrvJ974rtNs/EMFImrer3gI02ghNOcIv5RRetuy9LP/yGG8KNN8KJJzq3\nW1BzUoQspVoEi3icjLfy84qkTHzMM6nr5lLVyar6vsqf2HcqISKfE5FnRORpERld4zCbZ2IYpOvm\nCjjzTLjmmvVjFllnCE2eDCed5KyloFdXEQLLtejsdAWlceVLel5W10tKpF6cInKEiHxVRL4Z/CS9\noc0zMYzoZKFMdtjBudKmVQyWyMMq+Na34OWX4brr8pMhKsOHO6UXdxEPzvP1vXxfLylRhmNdA3wE\nOAOQ0t8xDbvQ69s8E8Oogmr6bq6AL33JBeJ7Sz0uVq920/uGDEn/3uUMGgQ/+xmcey784x/Ft0wg\n/iIenOfTMvF5vaREiZm8R1V3FpHnVPVCEfkecL8vAWyeiWFUZ/FiV7+QxYL+3vfC0KEutffww13G\n0bBh+UzumzgRvvlN5/JatCj/N+5aJF3Eg9nvvv67FkWZRHFzrSj9Xi4iWwCrgVqxDsMwPJGFiytA\nBM46C77/ffc574rq//ovGDkSXnyxNZVJoFDylMM3UZTJ9FLX4MuAp4GXgZvTFMowjGyVCbh6j+ef\nh+eey1+Z9OsHN9wAe+7pp4dVGgSjhJMqE190dvalHOdJlGyub6vqIlW9AzcYa7yqnpe+aIbR3qTZ\nSqUaAwc6i+Dyy/NXJuDqXp54ws/89zQYOND9FEGZ+LR0klJTmYjIJBEZU/b5FOA24NsiUtB3BcNo\nHbK2TAA+/Wm4+27nXspbmTQDSRRDWsokb8Isk2soVbyLyAG43lw3AkuAa9MXzTDam6wyucrZeGOY\nOhUuuaQYC1TRMWXSR5gy6aeqC0t/Hw9co6p3qOo3gO3TFy0cETlKRK4VkV+IyCF5y2MYvsnDMgFX\nxPjMM8UNfBeJJAu5zzb4SWVIgzBl0iEiA0p/Hww8XLbPU6u05KjqL1X1dOAzOGVnGC1FXspk/Hg4\n4ohiLFBFJ4li8L34+1ZOSQlTCjcDj4jIW8ByYDaAiGwPvO1LABG5HvgAMF9Vdy7bPgX4X6AD+Imq\nXlLjEt/Atas3jJYiL2UCcOmlrq25Ec6558Iee8Q755BDXHNNX+yzD5x9tr/rJUVUa/dUFJF9cDUl\nM1S1q7RtB6DTV9dgEdkfWAbcFCiT0jyTF3AW0VzgCWCqqj4vIifjmk9ehhvbO0NVHwq5voZ9R8Mo\nKttuCzNmwHbb5S2J0W6ICKoaKz8s1F2lqo9V2fb3uILVucdsERlXsXntPBMAEQnmmTyvqtOAaSLy\nBeAgYISIbKeq1/iUyzDyJk/LxDDiknvsowZR5plcCVwZ5WI2z8RoNpYtS9ZE0DCSkNU8kzyweSZG\nWxNYJXkXohntQSbzTHxj80wMoz7m4jKajcyVic0zMYz6ZN1KxTAaJXNlUonNMzGM9cmj+t0wGiH3\nmInNMzGM9TE3l9Fs5G6ZGEYzcM898Mor2d3PlInRbJgyMYwIBGNts8KUidFsmDIxjDr8859ucb/1\nVlizJpt7mjIxmg1TJoZRhxkz4NhjYfRoeOSRbO5pysRoNkyZGEYdZsyA97/fzfm4OaOB1aZMjGYj\ntNFjkRGRbYD/BjZQ1eNCjrNGj0ZiVq2CUaPgH/+AFStg993hjTfcuNa06O6GDTZwv60C3siDJI0e\nm9YyUdV/qeppecthtDZ//KNrFz5qFIwdCxMnwgMPpHvPoGDRFInRTOSuTETkehGZJyJ/rtg+RUTm\niMg/RORreclntDeBiysgC1eXubiMZiR3ZQLcAEwp31CaZ/LD0vaJwFQReWdp38kicrmIbJ65pEbb\n8cADcOihfZ+POw5+/Wvo6krvnvPnWysVo/nIXZmo6mxgUcXmtfNMVHUVEMwzQVWnqepZQLeIXA3s\nZpaLkQYLF8KcOfCe9/RtGzUK9t4bpk9P775mmRjNSO7tVGoQZZ7JQtz897rYPBMjCb/5DRxwwPrB\n9sDV9dGPpnNfUyZG1tg8k4jYPBMjCZXxkoAPfQjOOAMWLYKRI/3fd948GDfO/3UNoxY2z8QwUkK1\ntjIZMQIOPhjuvDOde5tlYjQjNs/EMKowZw706wc77FB9fyNZXS++CGedBZ/+NFx3Hfz5z+u2aTFl\nYjQjuQfgbZ6JUUQCq6SWtf+BD8BTT8F/ar0OVaAKv/sdHHMM7LMPDB4MO+0Es2bBhz8MG27o4jNn\nnw1//7spE6P5yD1mYvNMjCLywAPwiU/U3j9kCBx5pGv+eMYZtY9bvRruuAO+9z0XYznrLJg2DYYN\nW/e4t9+GJ5+Exx93LrRtt/XzPQwjK5q2nUpUrJ2KEZeVK10K8CuvhAfY77sPvvUteOyx6tf4yU/g\nsstg661dC/sjjoCOjvTkNgxftFU7FcNIi0cfhR13rJ+pdfDBLv7xr3/1bVu5Eq66CrbfHu6/31ku\njzwCRx1lisRobUyZGEYFlVXvtRgwwMU7fvEL6OmBq692SuRXv3KurenTYdKk9OU1jCJgbi7DK6ou\nKD1mTN6SJGf33eFHP1q38r0Wv/0tnHiiy/yaOBEuuAD22qvuaYZRaJK4uZpWmYjIMODHwEpglqr+\nvMZxpkwy5O674aST4MEHXdZSszFvHkyYAG++Cf0jpKf09sK558LRRzfn9zWMarRbzOQY4FZVPR34\nYN7CGI4HH4SDDnIxgqeeylua+Dz4IBx4YDRFAs4iueQSUySGURhlkqAVfXn/rowmcxv1mDnTuXqu\nvdbVYjz3XN4SxaNW1bthGOHkXmdSxg3AlcBNwYayVvQH41qsPCEi95QKGF/DtVl5jgIpxbR56SXX\ngHD33WHnnV3xW1GYO9e1T991VydfdzdMmeIUzIQJ2cry7LPw17+6DKp+/db9PWgQbLed639VnmHV\n2+uUyYUXZiurYbQChVEmqjpbRMZVbF7bih5ARIJW9M8DdwI/FJEP0KStVm67DQ47DDo7o59z7bUu\n26i3142S3WEH2GMP97PnnvDud+c3oe/hh+F973OLNriuuitXwiGHuErvd7wjGzl6epx1ceCB7vOa\nNe55rVnjfpYvdym98+e77KsJE9zPiBHuZ5ttspHTMFqJwiiTGtRsRa+qy4GQGuU+itiCvrsbTj0V\nfv5zF1+IyhNPwMUXOyXU3e3cSE8/7eITF14IN90ULa01DR56qG8BDzjlFDc7/aCDXObT2LHpy3HP\nPa5O5Be/CD+uq8u1Lpkzx/088QSceWb68hlG0WjlFvQBXtKwitiCftYs94b8+OPRlUlvr1Mae+7p\nPg8e7OoYglqG4cOdcslDmag6d9Y556y/7zOfcYovUChppw1ff314K5SAYcOcO2733dOVxzCKTlO2\noA9o91b0994L++7rlElUXnzRNQQcNar6/vHj4YUX/MgXl3/+0/WhqtVl94tfdAV+X/hCunK89hr8\n4Q9w7LHp3scwjHXJTZm0cyt6VTdH/MILnWultzfaeU884WIitRg/3rlr8mDmTGd5hL3QnHeeW+j/\n8If05PjpT+H442Ho0PTuYRjG+hQmC6qdWtG/8IILEh94IGy8sfPbRyGKMsnLMqkWL6lk6FCXNnzO\nOU6h+qa317m4PvlJ/9c2DCOcwigTVZ2qqpur6iBV3UpVbyhtv09Vx6vqdqr6nbzl9MG998Lhh7u3\n+EmToru6nnyyL15SjdGjnZJauNCPnFHp7XWZXPWUCbikg3nzXBNE3zzyiMuM22MP/9c2DCOcwiiT\nduLee11BHzhl8sc/1j9n9WpXOxG2UIrkY5385S+wwQbRMrX693fZaF/72rrTBX1w3XXOKskrNdow\n2hlTJhmzZIlzVwVv8XvtFc0y+dvfYMst3aIdRh5xkyBeEpWjj3aZVD+v2k1tXRYvhrvuqn/c22+7\nbr0nnRRdDsMw/GHKJGMefNB1ow0KFXff3SmK7u7w8558MjxeEpCHZRIlXlKOiOtndd55rqixFm+/\n7YoPTzoJfvaz8GvefLM7duONo8thGIY/TJlkTLmLC9z41/HjnQsrjCeeCI+XBEyYkK0yWb0aZs92\nle9xOOAA1w7mqquq71+0yFXO77WXm2T4xS/Cn/5U+3qBi8swjHwwZZIhvb0uJbhcmUC0IHy9TK6A\nrC2Tp55yY2lr1b6EcfHF8J3vOFdWOQsXOkWy337wgx/ALrvAFVfAMcdUTy74059ca5SDD072HQzD\naJymVSYiso2I/EREbstblqg884wrOqzsUVUvbrJypXOF7bZb/Xtst51rBrl6dWOyRuWhh+LFS8rZ\neWfXFuayy/q2LVzolMJ73wvf/35fMH3qVNcp4IQT1g/cX3cdfPzjNhbXMPKkaZWJqv5LVU+LcuzD\nD6ctTTSClOBK6mV0Pfeca0gYpRBvyBDXrqR8LnmazJwZL15Sybe+5Vxdb7wBCxY4xXTwwfA//7N+\nVtallzrFev75fdu6u10g/9RTk8tgGEbjFEaZJJhnEpnjj3dt2/OmMl4SMGGCq72oVR8S1cVVfr0s\nXF3d3U4JHnBA8muMHeusii9/2SmSKVNccL5aem///nDLLa6Z5d13u22//KWz2KzTr2HkS2GUCW6e\nyZTyDWXzTKYAE4GpIvLOuBe+807nHkmjUC4q8+e7BX7//dff19Hhguu1XF1xlUlW6cGPPQY77eTa\ntjfCuefCffc5RXvxxeF1IptuCrffDqef7r6jBd4NoxgURpmo6mxgUcXmtfNMVHUVEMwzQUQ2EpGr\ngd3qWSz77efeYD/2MVeLkAf33+/evAcOrL4/LAgfNS04IKsgfCPxknI23hheeQUuuihaweGkSU7p\nfOADrv3+hz7UuAyGYTRG0VvQh80zWQh8JspFgnkmRx01jpNPnsz110/OfAGqFS8JmDTJ9ZWqpKvL\nBdR32in6vcaPd3UXaTNzplMAPohr3Zx2msviGjasWNMmDaMZ8THPRDSNjnsJKU1anK6qO5c+HwtM\nUdVPlT6fBOylqpEbmYuIln/Hp592i/qVV8Jxx/mUvjarVjn3zN/+VnuWx9y5zvc/f/66b+ezZ8PZ\nZ0druRLw+uuuGHLevPrHzp3rrJi4QfQlS2CLLeDNN20xN4xWQ0RQ1ViNidpunsm73uXG3p55Jtxw\nQyNXis7vfw/bbhs+FGqLLZwLrPKlIG68BNx9VqxwhX/1+OlPk80YmT3bWVOmSAzDgDadZ7Lrri5d\n+IIL4PLLG71afaoVKlajWtykXqfgaoi4IVVR4iYzZzqL6d//jncPX/ESwzBag8IE4LOeZzJ+vHu7\nvvpq+OY305mvEVArJbiSavUmSSwTiBaE7+52yuvII+NnujVaX2IYRmtRGGWSxzyTsWOdQvnVr5zb\nK+rEwzi88oqLg0SxLior4RctcnGPCRPi3zdKrcljj8GOO8JHPuJSc6Py73+78bhxLSbDMFqXwiiT\nvNh0U+fyeuYZV0W9apXf6997ryvEi9LqY489XMPHQIannnKB9CRtQqLUmgQDrQ491P3d0xPt2nfe\n6drI9y96LqBhGJnR9soE3IyQBx6At96CD3+4fjv4ONx/v+s/FVWOsWPdsCmI3im4GlHcXIGratQo\nF2N59NFo1779djj22GRyGYbRmpgyKTF0qGvRMWgQnHiiH5dXTw/MmuXmbESl3NWVNF4CrpfXSy/V\nnma4bJmzgt7zHvf5sMOiubrmznUBewu+G4ZRjimTMgYOhGnTXO3E17/e+PUefRTe+c54A5vKM7ri\nVr6XM3QobLbZ+qnGAb/7nbN6guaRUZXJXXe5gH2tSn7DMNoTUyYVDBrkFsw77nB9nxrh/vtdvCQO\nQUbXvHnOeth22+T3D4ubVGZjvfvdrtjx1VerHx9gLi7DMKrRtMpERI4SkWtF5BcicojPa2+8scvw\n+vrX3aKblAcecMHtOOyyi2sfP3Omsxyi9KqqRVjcpFKZdHQ4d1xYivC8ec41FsdtZxhGe9C0ykRV\nf6mqp+P6cx3v+/rjx7t251OnJuvA+/rrLoV20qR45w0Y4Ioqr746uYsroJYyWbTIba+U7bDDwpXJ\n3Xe7VjRW9W4YRiWFUSYNzDP5Bq5NvXcmT4bvfheOOMJlesVhxgw35ClJ+uykSfDb3/pRJtUU4W9/\n6wLvlXGPQw91le210qNvv91luxmGYVRSGGVCzHkm4rgEuE9Vn01LqI9/3BX1HX20m/IXlSQuroDA\nYmi0KLBW4WKt6vXNNnNjf3//+/X3LVjgEgPixoAMw2gPCqNM4s4zAb4AHAR8WEQ+naZsF13kmid+\n8pPR2q6sWQMPPphcmey7r1MEW2yR7PyALbZwQfzFi9fdHtYKpVZW1y9/6WIlUUYHG4bRfhS9hjls\nnskVwBVRLhLMMxk3bhyTJ09m8uTJsYTo1w9uvNFZCjNm1FcSTz4Jo0fDllvGus1att4anvfQgay8\n4WNg7cyb51qh7L579XMOOww++1nn3ivn9tvhlFMal8kwjOLhY55J0ZWJl/aLs2bNavgaQ4fCOefA\nZZfVVyYPPFAcd1AQNwmUyaxZbmZ7rVjOpEkuPXju3D7LaNEiVzNzyy2ZiGwYRsZUvmRLgjTStptn\n0ggf/ah7y3/66fDjktSXpEVl3KRet9/+/eGQQ9bN6po+Hd73Phg+PD05DcNobtpynklSBg503YUv\nu6z2MYsWud5a++2XnVxhVKYHz5zpFEMYlXGTO+6wLC7DMMIpTAA+63kmSTn9dBc3qeVW/M1vYP/9\ni1OLUa5MXn0V3n67/jz5KVP6UoSXLHGusSOPTF1UwzCamMLETFR1ao3t9wExpm2ky4gRcNppbkLj\nD36w/v4iubjABeBffNFlmD38sLNK+tV5hRg9GrbZBv7wBxes328/19HYMAyjFoWxTJqJM890DSEX\nLFh3u2pj9SVpMGyYazH/yivxpiMGri4rVDQMIwqmTBKw+eauiPGqq9bd/te/urjK9tvnI1ctgoyu\nuMrkrruc2+6oo+ofbxhGe2PKJCFnnw0//OG6g7QCq6SR5oxpMH68m/jY2xtd0e29N7zxhvu90Ubp\nymcYRvNjyiQhEye6IsabburbVrR4ScD48c4td+CB0RVd//6ujcypp6YqmmEYLYJolP4gTYyIaFrf\n8ZFH4FOfctXq3d0ucP3668Wrx3jwQdcK5frrXa+xqKgWz8oyDCN9RARVjfWvvzDZXHERkQnAmcAm\nwEOqenXWMhxwAIwcCffc44Zq7bFH8RQJOMsEosdLAkyRGIYRlaZ1c6nqHFX9LK6Qcd88ZBCBr3wF\nLr3UZT4V0cUFsNVWcO65s9h667wlKQY+2uu0CvYs+rBn0RiFUSZJ5pmIyJHAr4BfZylrOR/6kJsZ\nf+ONxVUmIjBw4Ky8xSgMtmj0Yc+iD3sWjVEYZULMeSYAqjpdVQ8HTsxS0HI6OuDLX3aNIHfZJS8p\nDMMw8qUwMRNVnS0i4yo2r51nAiAiwTyT50XkvcAxwCDg3uwkXZ9PfcrFI+pVlhuGYbQqhcrmKimT\n6aq6c+nzh4FDVfVTpc8nAXup6hdiXLM4X9AwDKNJaLVsroYVQdwHYhiGYcTH5pkYhmEYDVN0N1d/\n4AXcrPfXgceBqXm3oTcMwzDWpTAhY9/zTMJSiludamnWIrKRiDwoIn8XkRkismGeMmaFiGwlIg+L\nyF9F5C8ickZpe9s9DxEZLCJ/FJFnS8/igtL2tnsWASLSUfKQTC99bstnISIvi8hzpWfxeGlbrGdR\nKMvEF6WU4heAg3GusidoI4tGRPYHlgE3lVl5lwJvqeqlJeU6UlXPyVPOLCi5UEer6rMi0gk8BRwN\nfJz2fB5DVXV5yer/Ha6LxLG04bMAEJEvAXsAw1X1g2387+RfwB6qurBsW6xnURjLxDNrU4pVdRUQ\npBS3Bao6G1hUsfmDwI2lv2/ELagtj6r+R1WfLf29DHge2IL2fR7LS38OBAbgklza8lmIyJbA4cBP\ngCBRpy2fRYnKZKVYz6JVlckWwKtln18rbWtnNlPVeaW/5wGb5SlMHpRicrsDf6RNn4eI9BORZ3Hf\neYaqPk6bPgvgcuArQG/ZtnZ9Fgr8RkSeFJFPlbbFehZFTw1OSuv57jyiqtpu9TclF9cdwJmqulTK\nuli20/NQ1V5gNxHZALhLRHaq2N8Wz0JEjgDmq+ozIjK52jHt8ixK7Kuqb4jIKOBBEZlTvjPKs2hV\ny8RSitdnXpCCLSJjgPk5y5MZIjIAp0imqerdpc1t+zwAVHUx8DBwKO35LN4DfLAUK7gZOFBEptGe\nzwJVfaP0+03gLlyoINazaFVl8iSwvYi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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -353,36 +329,27 @@ "plt.ylabel(\"Sample cost\")\n", "plt.title(\"Learning curve\")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.5.2" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..8600c20 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,2 @@ +scikit-learn +scipy \ No newline at end of file