ArviZ.jl
ArviZ.jl copied to clipboard
Exploratory analysis of Bayesian models with Julia
Currently ArviZ.jl is mostly a wrapper of the Python package arviz, with key additional functionality to support some of Julia's PPLs. But our goal is that ArviZ.jl is also an...
As demonstrated in the [Quickstart](https://arviz-devs.github.io/ArviZ.jl/stable/quickstart/), generating prior, prior predictive, and posterior predictive samples for Turing and Soss, as well as log-likelihood values for Turing, is mostly boiler plate code that...
ArviZ's goal is to "...provide backend-agnostic tools for diagnostics and visualizations of Bayesian inference...". I would add that we want everyone to critique their models with the best available algorithms....
Hi! Could you add an example of usage of `plot_dist_comparison` with Turing models? It appears that I need to pass sampled priors in inference data but it's not clear how...
Relevant entries from the [changelog](https://github.com/arviz-devs/arviz/blob/master/CHANGELOG.md#v0100-2020-sep-24): New plots: * Added `plot_separation` ([1359](https://github.com/arviz-devs/arviz/pull/1359)) Methods for `InferenceData`: * Added `to_dict` method for InferenceData object ([1223](https://github.com/arviz-devs/arviz/pull/1223)) * Extended methods from `xr.Dataset` to `InferenceData` ([1254](https://github.com/arviz-devs/arviz/pull/1254))...
Currently we convert Stan's internal statistics names to the ones used by `arviz.from_cmdstan`. However, those names don't follow [ArviZ's schema](https://arviz-devs.github.io/arviz/schema/schema.html#sample-stats) and will eventually be updated on the ArviZ side. We...
Gen is a PPL for compositional inference. Each draw from a Gen model is stored in a `Gen.Trace`. Values from the trace are extracted into a `Gen.ChoiceMap`. We could add...
This pull request changes the compat entry for the `CairoMakie` package from `0.8.9` to `0.8.9, 0.9` for package docs. This keeps the compat entries for earlier versions. Note: I have...
This pull request changes the compat entry for the `DimensionalData` package from `0.20, 0.21` to `0.20, 0.21, 0.22` for package docs. This keeps the compat entries for earlier versions. Note:...
This pull request changes the compat entry for the `DimensionalData` package from `0.20, 0.21` to `0.20, 0.21, 0.22` for package test. This keeps the compat entries for earlier versions. Note:...