diff --git a/.github/dependabot.yml b/.github/dependabot.yml
new file mode 100644
index 000000000..700707ced
--- /dev/null
+++ b/.github/dependabot.yml
@@ -0,0 +1,7 @@
+# https://docs.github.com/github/administering-a-repository/configuration-options-for-dependency-updates
+version: 2
+updates:
+  - package-ecosystem: "github-actions"
+    directory: "/" # Location of package manifests
+    schedule:
+      interval: "weekly"
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 23a9b1fb4..5ea2e42c1 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -31,11 +31,11 @@ jobs:
           echo "head_ref is: ${{ github.head_ref }}"
           echo "target repository is: ${{ github.repository }}"
           echo "head repository is: ${{ github.event.pull_request.head.repo.full_name }}"
-      - uses: actions/checkout@v2
-      - uses: julia-actions/setup-julia@v1
+      - uses: actions/checkout@v4
+      - uses: julia-actions/setup-julia@v2
         with:
           version: ${{ matrix.version }}
-      - uses: julia-actions/cache@v1
+      - uses: julia-actions/cache@v2
       - uses: julia-actions/julia-buildpkg@v1
       - uses: julia-actions/julia-runtest@v1
       - uses: julia-actions/julia-processcoverage@v1
@@ -61,13 +61,13 @@ jobs:
         os:
           - 'ubuntu-latest'
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           persist-credentials: false
-      - uses: julia-actions/setup-julia@v1
+      - uses: julia-actions/setup-julia@v2
         with:
           version: ${{ matrix.version }}
-      - uses: julia-actions/cache@v1
+      - uses: julia-actions/cache@v2
       - uses: julia-actions/julia-buildpkg@v1
       - uses: julia-actions/julia-runtest@v1
         env:
@@ -80,45 +80,45 @@ jobs:
     env:
       JULIA_PKG_SERVER: ""
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           persist-credentials: false
-      - uses: julia-actions/setup-julia@v1
+      - uses: julia-actions/setup-julia@v2
         with:
           version: '1'
       - run: |
-         julia -e '
-           function set_environment_variable(name::AbstractString, value::AbstractString)
-               github_env = ENV["GITHUB_ENV"]
-               touch(github_env)
-               open(github_env, "a") do io
-                   println(io, "$(name)=$(value)")
-               end
-           end
-           event_name = "${{ github.event_name }}"
-           if event_name == "pull_request"
-               base_ref = "${{ github.base_ref }}"
-               head_ref = "${{ github.head_ref }}"
-               base_repository = "${{ github.repository }}"
-               head_repository = "${{ github.event.pull_request.head.repo.full_name }}"
-               build_docs = (base_ref == "master") && (head_ref == "dev") && (base_repository == head_repository)
-           elseif event_name == "push"
-               ref = "${{ github.ref }}"
-               build_docs = (ref == "refs/heads/master") || (startswith(ref, "refs/tags/"))
-           elseif event_name == "schedule"
-               build_docs = ref == "refs/heads/master"
-           elseif event_name == "workflow_dispatch"
-               build_docs = ref == "refs/heads/master"
-           else
-               build_docs = false
-           end
-           if build_docs
-               @info("We will build the docs")
-               set_environment_variable("BUILD_DOCS", "true")
-           else
-               @info("We will NOT build the docs")
-               set_environment_variable("BUILD_DOCS", "false")
-           end'
+          function set_environment_variable(name::AbstractString, value::AbstractString)
+              github_env = ENV["GITHUB_ENV"]
+              touch(github_env)
+              open(github_env, "a") do io
+                  println(io, "$(name)=$(value)")
+              end
+          end
+          event_name = "${{ github.event_name }}"
+          if event_name == "pull_request"
+              base_ref = "${{ github.base_ref }}"
+              head_ref = "${{ github.head_ref }}"
+              base_repository = "${{ github.repository }}"
+              head_repository = "${{ github.event.pull_request.head.repo.full_name }}"
+              build_docs = (base_ref == "master") && (head_ref == "dev") && (base_repository == head_repository)
+          elseif event_name == "push"
+              ref = "${{ github.ref }}"
+              build_docs = (ref == "refs/heads/master") || (startswith(ref, "refs/tags/"))
+          elseif event_name == "schedule"
+              build_docs = ref == "refs/heads/master"
+          elseif event_name == "workflow_dispatch"
+              build_docs = ref == "refs/heads/master"
+          else
+              build_docs = false
+          end
+          if build_docs
+              @info("We will build the docs")
+              set_environment_variable("BUILD_DOCS", "true")
+          else
+              @info("We will NOT build the docs")
+              set_environment_variable("BUILD_DOCS", "false")
+          end
+        shell: julia --color=yes {0}
       - run: |
           if ENV["BUILD_DOCS"] == "true"
             using Pkg
diff --git a/Project.toml b/Project.toml
index e208ffb82..cf07adca3 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,7 +1,7 @@
 name = "MLJ"
 uuid = "add582a8-e3ab-11e8-2d5e-e98b27df1bc7"
 authors = ["Anthony D. Blaom <anthony.blaom@gmail.com>"]
-version = "0.20.7"
+version = "0.20.8"
 
 [deps]
 CategoricalArrays = "324d7699-5711-5eae-9e2f-1d82baa6b597"
diff --git a/docs/Project.toml b/docs/Project.toml
old mode 100755
new mode 100644
diff --git a/docs/src/assets/favicon.ico b/docs/src/assets/favicon.ico
new file mode 100644
index 000000000..1122a7808
Binary files /dev/null and b/docs/src/assets/favicon.ico differ
diff --git a/test/integration.jl b/test/integration.jl
index f1725f2fc..5c505e3ff 100644
--- a/test/integration.jl
+++ b/test/integration.jl
@@ -44,15 +44,9 @@ FILTER_GIVEN_ISSUE = Dict(
             "MultiTaskLassoCVRegressor",
             "MultiTaskLassoRegressor",
         ],
-    "https://github.com/JuliaAI/FeatureSelection.jl/issues/15" =>
-        model -> model.package_name == "FeatureSelection" &&
-        model.name == "RecursiveFeatureElimination",
     "https://github.com/sylvaticus/BetaML.jl/issues/75" =>
         model -> model.package_name == "BetaML" &&
         model.name == "NeuralNetworkClassifier",
-    "https://github.com/MilesCranmer/SymbolicRegression.jl/issues/390" =>
-        model -> model.package_name == "SymbolicRegression" &&
-        model.name == "SRRegressor",
     # "https://github.com/JuliaAI/Imbalance.jl/issues/103" =>
     #     model -> model.package_name == "Imbalance",
 )
@@ -140,7 +134,8 @@ for model in WITHOUT_DATASETS
 end
 
 # Additionally exclude some models for which the inferred datasets have a model-specific
-# pathology that prevents valid generic test.
+# pathology that prevents valid generic test, or for some other reason requiring complete
+# exclusion from testing.
 
 PATHOLOGIES = filter(MODELS) do model
     # in the subsampling occuring in stacking, we get a Cholesky
@@ -156,10 +151,8 @@ PATHOLOGIES = filter(MODELS) do model
         (model.name == "LOCIDetector" && model.package_name == "OutlierDetectionPython") ||
         # TO REDUCE TESTING TIME
         model.package_name == "MLJScikitLearnInterface" ||
-        # can be removed after resolution of
-        # https://github.com/JuliaAI/FeatureSelection.jl/issues/15
-        # and a Model Registry update
-        model.name == "RecursiveFeatureElimination"
+        # "https://github.com/MilesCranmer/SymbolicRegression.jl/issues/390" =>
+        model.package_name == "SymbolicRegression"
 end
 
 WITHOUT_DATASETS = vcat(WITHOUT_DATASETS, PATHOLOGIES)