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Put DifferentialEquation at the top of release
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Dpananos committed Aug 27, 2019
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## PyMC3 3.8 (on deck)

### New features

- Add capabilities to do inference on parameters in a differential equation with `DifferentialEquation`.
- Distinguish between `Data` and `Deterministic` variables when graphing models with graphviz. PR [#3491](https://github.com/pymc-devs/pymc3/pull/3491).
- Sequential Monte Carlo - Approximate Bayesian Computation step method is now available. The implementation is in an experimental stage and will be further improved.
- Added `Matern12` covariance function for Gaussian processes. This is the Matern kernel with nu=1/2.
- Progressbar reports number of divergences in real time, when available [#3547](https://github.com/pymc-devs/pymc3/pull/3547).
- Sampling from variational approximation now allows for alternative trace backends [#3550].
- Add capabilities to do inference on parameters in a differential equation with `DifferentialEquation`.

### Maintenance
- Moved math operations out of `Rice`, `TruncatedNormal`, `Triangular` and `ZeroInflatedNegativeBinomial` `random` methods. Math operations on values returned by `draw_values` might not broadcast well, and all the `size` aware broadcasting is left to `generate_samples`. Fixes [#3481](https://github.com/pymc-devs/pymc3/issues/3481) and [#3508](https://github.com/pymc-devs/pymc3/issues/3508)
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