fix docs

Co-authored-by: Markus Hauru <[email protected]>

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.
   - The default hyperparameters of `DoG`and `DoWG` have been altered.
   - The depricated `[email protected]`-era interface is now removed.