diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 234f9b5..bfe6e45 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -10,10 +10,11 @@ jobs:
   tests:
     runs-on: ${{ matrix.platform }}
     strategy:
+      fail-fast: false # would like to see which version fails
       max-parallel: 3
       matrix:
         platform: [ubuntu-latest]
-        python-version: ["3.7", "3.8", "3.9"] # 3.10, 3.11 is not yet supported
+        python-version: ["3.7", "3.8", "3.9", "3.10", "3.11"]
 
     steps:
     - uses: actions/checkout@v2
diff --git a/ext/pybind b/ext/pybind
index a23996f..0e2c3e5 160000
--- a/ext/pybind
+++ b/ext/pybind
@@ -1 +1 @@
-Subproject commit a23996fce38ff6ccfbcdc09f1e63f2c4be5ea2ef
+Subproject commit 0e2c3e5db41b6b2af4038734c84ab855ccaaa5f0
diff --git a/requirements.txt b/requirements.txt
index 53751e4..8c90c38 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,4 @@
-numpy<1.21
+numpy
 scikit-learn
 pipe<2.0
 scipy