diff --git a/M/MLJ/Compat.toml b/M/MLJ/Compat.toml
index d2e0e0932b7b8e2..e495f82e5ca3bc1 100644
--- a/M/MLJ/Compat.toml
+++ b/M/MLJ/Compat.toml
@@ -192,7 +192,7 @@ MLJBase = "0.20.9-0.20"
 ["0.18.5-0"]
 OpenML = "0.2-0.3"
 
-["0.19-0"]
+["0.19-0.20.5"]
 MLJModels = "0.16"
 
 ["0.19.0"]
@@ -253,6 +253,10 @@ MLJFlow = "0.4.2-0.4"
 ["0.20.5-0"]
 MLJFlow = "0.5"
 
+["0.20.6-0"]
+FeatureSelection = "0.1.1-0.1"
+MLJModels = "0.17"
+
 ["0.3"]
 MLJBase = "0.4"
 MLJModels = "0.3"
diff --git a/M/MLJ/Deps.toml b/M/MLJ/Deps.toml
index a6275176f12eec0..d2641202476f6f1 100644
--- a/M/MLJ/Deps.toml
+++ b/M/MLJ/Deps.toml
@@ -57,6 +57,9 @@ StatisticalMeasures = "a19d573c-0a75-4610-95b3-7071388c7541"
 ["0.20.1-0"]
 MLJBalancing = "45f359ea-796d-4f51-95a5-deb1a414c586"
 
+["0.20.6-0"]
+FeatureSelection = "33837fe5-dbff-4c9e-8c2f-c5612fe2b8b6"
+
 ["0.3-0.5.2"]
 Requires = "ae029012-a4dd-5104-9daa-d747884805df"
 
diff --git a/M/MLJ/Versions.toml b/M/MLJ/Versions.toml
index 936981add4c8834..592508d7b0840d5 100644
--- a/M/MLJ/Versions.toml
+++ b/M/MLJ/Versions.toml
@@ -243,3 +243,6 @@ git-tree-sha1 = "c6f89d9fe1fb8872d72424b060a94f00f569b2dd"
 
 ["0.20.5"]
 git-tree-sha1 = "bd2072e9cd65be0a3cb841f3d8cda1d2cacfe5db"
+
+["0.20.6"]
+git-tree-sha1 = "fb2da07c720db5d900bcaa940e1d098de281747a"