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a math student, a data science and AI novice, a zen mind
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fehiepsi's blog Skip to main content fehiepsi's blog Archive Tags About rethinking-pyro rethinking-numpyro Inferences for Deep Gaussian Process models in Pyro fehiepsi 2019-05-15 Comments In this tutorial, I want to illustrate how to use Pyro's Gaussian Processes module to create and train some deep Gaussian Process models. For the background on how to use this module, readers can check out some tutorials at http://pyro.ai/examples/ . The first part is a fun example to run HMC with a 2-layer regression GP models while the second part uses SVI to classify digit numbers. In [1]: import warnings import matplotlib.pyplot as plt import numpy as np import seaborn as sns ; sns . set () from scipy.cluster.vq import kmeans2 import torch import torch.nn as nn from torch.distributions import constraints from torch.distributions.transforms import AffineTransform from torchvision...
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