diff --git a/.github/workflows/jupyter.yml b/.github/workflows/jupyter.yml
index 10b600d..4a59592 100644
--- a/.github/workflows/jupyter.yml
+++ b/.github/workflows/jupyter.yml
@@ -7,7 +7,7 @@ on:
 jobs:
   deploy:
     name: Publish
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-22.04
     steps:
       - name: Set up Python
         uses: actions/setup-python@v2
@@ -19,8 +19,8 @@ jobs:
   
       - name: Install Prerequists
         run: |
-          python -m pip install --upgrade pip
-          pip install sphinxcontrib-jupyter
+          python -m pip install --upgrade --break-system-packages pip
+          pip install --break-system-packages sphinxcontrib-jupyter
 
       - name: Generate Jupyter Notebooks
         run: |
diff --git a/.github/workflows/pep8.yml b/.github/workflows/pep8.yml
index 0fc353c..85014d2 100644
--- a/.github/workflows/pep8.yml
+++ b/.github/workflows/pep8.yml
@@ -18,5 +18,5 @@ jobs:
         uses: actions/checkout@v2
       - name: PEP8
         run: |
-          pip install --upgrade pyproject-flake8
+          pip install --upgrade --break-system-packages pyproject-flake8
           flake8 estimator/
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index d538b02..acef773 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -13,7 +13,7 @@ env:
 
 jobs:
   build:
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-22.04
     steps:
       - name: Check Out
         uses: actions/checkout@v2