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@@ -12,7 +12,7 @@ PyMC3 is Beta software. Users should consider using [PyMC 2 repository](https://
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## Features
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* Intuitive model specification syntax, for example, `x ~ N(0,1)` translates to `x = Normal(0,1)`
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* Powerful sampling algorithms such as the [No U-Turn Sampler](http://arxiv.org/abs/1111.4246) allow complex models with thousands of parameters with little specialized knowledge of fitting algorithms.
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* Powerful sampling algorithms, such as the [No U-Turn Sampler](http://arxiv.org/abs/1111.4246), allow complex models with thousands of parameters with little specialized knowledge of fitting algorithms.
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* Easy optimization for finding the *maximum a posteriori*(MAP) point
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*[Theano](http://deeplearning.net/software/theano/) features
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