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Updated sympy code, multioutput grad checks pass apart from wrt X. Similar problems with prediction as to sinc covariance, needs investigation.
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4 changed files with 124 additions and 52 deletions
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@ -327,8 +327,6 @@ def mrd_simulation(optimize=True, plot=True, plot_sim=True, **kw):
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m.plot_scales("MRD Scales")
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return m
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def brendan_faces():
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from GPy import kern
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data = GPy.util.datasets.brendan_faces()
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@ -342,7 +340,7 @@ def brendan_faces():
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# optimize
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m.constrain('rbf|noise|white', GPy.core.transformations.logexp_clipped())
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m.optimize('scg', messages=1, max_iters=10)
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m.optimize('scg', messages=1, max_iters=1000)
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ax = m.plot_latent(which_indices=(0, 1))
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y = m.likelihood.Y[0, :]
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