diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index cffb5c3..0c37fad 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -17,7 +17,7 @@ jobs:
       fail-fast: false
       matrix:
         version:
-          - '1.6'
+          - '1.10'
           - '1' # automatically expands to the latest stable 1.x release of Julia.
         os:
           - ubuntu-latest
@@ -29,7 +29,7 @@ jobs:
         with:
           version: ${{ matrix.version }}
           arch: ${{ matrix.arch }}
-      - uses: actions/cache@v1
+      - uses: julia-actions/cache@v2
         env:
           cache-name: cache-artifacts
         with:
diff --git a/Project.toml b/Project.toml
index 008aff5..a449434 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,7 +1,7 @@
 name = "MLJTestIntegration"
 uuid = "697918b4-fdc1-4f9e-8ff9-929724cee270"
 authors = ["Anthony D. Blaom <anthony.blaom@gmail.com>"]
-version = "0.5.2"
+version = "0.5.3"
 
 [deps]
 MLJ = "add582a8-e3ab-11e8-2d5e-e98b27df1bc7"
@@ -12,13 +12,13 @@ Pkg = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
 Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [compat]
-MLJ = "0.18, 0.19, 0.20"
-MLJModels = "0.16, 0.17"
+MLJ = "0.18, 0.19, 0.20, 0.21"
+MLJModels = "0.16, 0.17, 0.18"
 MLJTestInterface = "0.2.4"
 NearestNeighborModels = "0.2"
 Pkg = "<0.0.1, 1"
 Test = "<0.0.1, 1"
-julia = "1.6"
+julia = "1.10"
 
 [extras]
 MLJDecisionTreeInterface = "c6f25543-311c-4c74-83dc-3ea6d1015661"