Merge branch 'bump_advancedvi_0.5' of github.com:TuringLang/Turing.jl into bump_advancedvi_0.5

Author: Red-Portal

HISTORY.md

@@ -9,7 +9,7 @@ Most of the changes introduced in `[email protected]` are structural, with some
 The summary of the changes below are the things that affect the end-users of Turing.
 For a more comprehensive list of changes, please refer to the [changelogs](https://github.com/TuringLang/AdvancedVI.jl/blob/main/HISTORY.md) in `AdvancedVI`.
 
-A new level of interface for defining different variational algorithms have been introduced in `AdvancedVI` v0.5. As a result, the method `Turing.vi` now receives a keyword argument `algorithm`. The object `algorithm <: AdvancedVI.AbstractVariationalAlgorithm` should now contain all the algorithm-specific configurations. Therefore, keyword arguments of `vi` that were algorithm-specific such as `objective`, `operator`, `averager` and so on, have been moved as fields of the relevant `<: AdvancedVI.AbstractVariationalAlgorithm` structs.
+A new level of interface for defining different variational algorithms has been introduced in `AdvancedVI` v0.5. As a result, the function `Turing.vi` now receives a keyword argument `algorithm`. The object `algorithm <: AdvancedVI.AbstractVariationalAlgorithm` should now contain all the algorithm-specific configurations. Therefore, keyword arguments of `vi` that were algorithm-specific such as `objective`, `operator`, `averager` and so on, have been moved as fields of the relevant `<: AdvancedVI.AbstractVariationalAlgorithm` structs.
 For example,
 
 ```julia
@@ -48,7 +48,7 @@ vi(model, q, n_iters; algorithm=KLMinRepGradProxDescent(adtype; n_samples=10))
 Additionally,
 
   - The default hyperparameters of `DoG`and `DoWG` have been altered.
-  - The depricated `[email protected]`-era interface is now removed.
+  - The deprecated `[email protected]`-era interface is now removed.
 
 # 0.41.0
 
@@ -112,7 +112,7 @@ Note that if the initial sample is included, the corresponding sampler statistic
 Due to a technical limitation of MCMCChains.jl, this causes all indexing into MCMCChains to return `Union{Float64, Missing}` or similar.
 If you want the old behaviour, you can discard the first sample (e.g. using `discard_initial=1`).
 
-# 0.4# 0.40.5
+# 0.40.5
 
 Bump Optimization.jl compatibility to include v5.