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1 changed files with 6 additions and 6 deletions
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@ -11,15 +11,15 @@ Simple 1D classification example
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"""
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"""
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seed=10000
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seed=10000
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data = GPy.util.datasets.toy_linear_1d_classification(seed=seed)
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#data = GPy.util.datasets.toy_linear_1d_classification(seed=seed)
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X = data['X']
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#X = data['X']
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Y = data['Y'][:, 0:1]
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#Y = data['Y'][:, 0:1]
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Y[Y == -1] = 0
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#Y[Y == -1] = 0
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#X = np.vstack((np.random.uniform(0,10,(10,1)),np.random.uniform(7,17,(10,1)),np.random.uniform(15,25,(10,1))))
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X = np.vstack((np.random.uniform(0,10,(10,1)),np.random.uniform(7,17,(10,1)),np.random.uniform(15,25,(10,1))))
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#Y = np.vstack((np.zeros((10,1)),np.ones((10,1)),np.zeros((10,1))))
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Y = np.vstack((np.zeros((10,1)),np.ones((10,1)),np.zeros((10,1))))
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# Kernel object
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# Kernel object
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kernel = GPy.kern.rbf(1) + GPy.kern.white(1)
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kernel = GPy.kern.rbf(1) + GPy.kern.white(1)
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