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RELEASE-NOTES.md

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This version includes two major contributions from our Google Summer of Code 2017 students:
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* Maxim Kochurov extended and refactored the variational inference module. This primarily adds two important classes, representing operator variational inference (`OPVI`) objects and `Approximation` objects. These make it easier to extend existing `variational` classes, and to derive inference from `variational` optimizations, respectively. The `variational` module now also includes normalizing flows (`NFVI`).
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* Bill Engels added an extensive new Gaussian processes (`gp`) module. Standard GPs can be specified using either `Latent` or `Marginal` classes, depending on the nature of the underlying function. A Student-T process `TP` has been added. In order to accomodate larger datasets, approximate marginal Gaussian processes (`MarginalSparse`) have been added.
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* Bill Engels added an extensive new Gaussian processes (`gp`) module. Standard GPs can be specified using either `Latent` or `Marginal` classes, depending on the nature of the underlying function. A Student-T process `TP` has been added. In order to accomodate larger datasets, approximate marginal Gaussian processes (`MarginalSparse`) have been added.
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Documentation has been improved as the result of the project's monthly "docathons".
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Several docstring fixes.
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### Contributors
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The following people contributed to this release (ordered by number of commits):
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Maxim Kochurov <[email protected]>
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Bill Engels <[email protected]>
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Chris Fonnesbeck <[email protected]>
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Junpeng Lao <[email protected]>
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Adrian Seyboldt <[email protected]>
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AustinRochford <[email protected]>
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Osvaldo Martin <[email protected]>
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Adrian Seyboldt <[email protected]>
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Hannes Vasyura-Bathke <[email protected]>
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Thomas Wiecki <[email protected]>
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michaelosthege <[email protected]>
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Marco De Nadai <[email protected]>
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Colin Carroll <[email protected]>
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Kyle Beauchamp <[email protected]>
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Hennadii Madan <[email protected]>
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Hassan Naseri <[email protected]>
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Peadar Coyle <[email protected]>
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Saurav R. Tuladhar <[email protected]>
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Shashank Shekhar <[email protected]>
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Ed Herbst <[email protected]>
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tsdlovell <[email protected]>
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Dan Nichol <[email protected]>
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Benjamin Yetton <[email protected]>
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jackhansom <[email protected]>
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Jack Tsai <[email protected]>
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Andrés Asensio Ramos <[email protected]>
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## PyMC3 3.1 (June 23, 2017)
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### New features

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