diff --git a/Project.toml b/Project.toml
index d34b3be4..727b7685 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,7 +1,7 @@
 name = "MLJBase"
 uuid = "a7f614a8-145f-11e9-1d2a-a57a1082229d"
 authors = ["Anthony D. Blaom <anthony.blaom@gmail.com>"]
-version = "0.20.3"
+version = "0.20.4"
 
 [deps]
 CategoricalArrays = "324d7699-5711-5eae-9e2f-1d82baa6b597"
@@ -35,7 +35,7 @@ CategoricalDistributions = "0.1"
 ComputationalResources = "0.3"
 Distributions = "0.25.3"
 InvertedIndices = "1"
-LossFunctions = "0.5, 0.6, 0.7"
+LossFunctions = "0.5, 0.6, 0.7, 0.8"
 MLJModelInterface = "1.3"
 Missings = "0.4, 1"
 OrderedCollections = "1.1"
diff --git a/src/composition/models/pipelines.jl b/src/composition/models/pipelines.jl
index 98992b1d..610be2d9 100644
--- a/src/composition/models/pipelines.jl
+++ b/src/composition/models/pipelines.jl
@@ -188,7 +188,7 @@ Names for the component fields are automatically generated unless
 explicitly specified, as in
 
 ```
-Pipeline(endoder=ContinuousEncoder(drop_last=false),
+Pipeline(encoder=ContinuousEncoder(drop_last=false),
          stand=Standardizer())
 ```