diff --git a/.github/workflows/build-wheels-windows.yml b/.github/workflows/build-wheels-windows.yml
index a269aea2604..86b27d7e926 100644
--- a/.github/workflows/build-wheels-windows.yml
+++ b/.github/workflows/build-wheels-windows.yml
@@ -2,6 +2,8 @@ name: Build Windows Wheels
 
 on:
   pull_request:
+    paths:
+      - .github/workflows/build-wheels-windows.yml
   push:
     branches:
       - nightly
@@ -19,7 +21,7 @@ permissions:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@test-ninja-build
     with:
       package-type: wheel
       os: windows
@@ -39,7 +41,7 @@ jobs:
             smoke-test-script: test/smoke_test.py
             package-name: torchvision
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_wheels_windows.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_windows.yml@test-ninja-build
     with:
       repository: ${{ matrix.repository }}
       ref: ""
diff --git a/packaging/pre_build_script.sh b/packaging/pre_build_script.sh
index 6bc3cdc703f..db62eb5862e 100644
--- a/packaging/pre_build_script.sh
+++ b/packaging/pre_build_script.sh
@@ -24,6 +24,11 @@ if [[ "$(uname)" == Darwin || "$OSTYPE" == "msys" ]]; then
       python_exec="$(which python)"
       bin_path=$(dirname $python_exec)
       cp "$bin_path/Library/bin/libjpeg.dll" torchvision
+
+      # issue with Building torchvision on py3.13
+      if [[ "$PYTHON_VERSION" == 3.13 ]]; then
+        mkdir -p build\\temp.win-amd64-cpython-313\\Release
+      fi
   fi
 else
 
@@ -38,5 +43,5 @@ else
   pip install auditwheel
 fi
 
-pip install numpy pyyaml future ninja
+pip install numpy pyyaml future
 pip install --upgrade setuptools==72.1.0