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 # Vanguard: Advanced GPs
 
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-![python](https://img.shields.io/badge/python-3.9--3.12-informational)
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-![beta](https://img.shields.io/badge/pre--release-beta-red)
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+[![Python version](https://img.shields.io/pypi/pyversions/vanguard-gp.svg)](https://pypi.org/project/vanguard-gp)
+[![PyPI](https://img.shields.io/pypi/v/vanguard-gp)](https://pypi.org/project/vanguard-gp)
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 Vanguard is a high-level wrapper around [GPyTorch](https://gpytorch.ai/) and aims to provide a user-friendly interface for training and using Gaussian process models.
 Vanguard's main objective is to make a variety of more advanced GP techniques in the machine learning literature available for easy use by a non-specialists and specialists alike.