diff --git a/.github/workflows/windows-x64-cpu-wheels.yml b/.github/workflows/windows-x64-cpu-wheels.yml
new file mode 100644
index 0000000..f27ba54
--- /dev/null
+++ b/.github/workflows/windows-x64-cpu-wheels.yml
@@ -0,0 +1,93 @@
+name: build-wheels-cpu-win64
+
+on:
+  push:
+    branches:
+      - wheels
+    tags:
+      - '*'
+
+concurrency:
+  group: build-wheels-cpu-win64-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  generate_build_matrix:
+    # see https://github.com/pytorch/pytorch/pull/50633
+    runs-on: ubuntu-latest
+    outputs:
+      matrix: ${{ steps.set-matrix.outputs.matrix }}
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          fetch-depth: 0
+      - name: Generating build matrix
+        id: set-matrix
+        run: |
+          # outputting for debugging purposes
+          python ./scripts/github_actions/generate_build_matrix.py --for-windows
+          MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py --for-windows)
+          echo "::set-output name=matrix::${MATRIX}"
+
+  build_wheels_win64_cpu:
+    needs: generate_build_matrix
+    name: ${{ matrix.torch }} ${{ matrix.python-version }}
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        os: [windows-latest]
+
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          fetch-depth: 0
+
+      # see https://cibuildwheel.readthedocs.io/en/stable/changelog/
+      # for a list of versions
+      - name: Build wheels
+        uses: pypa/cibuildwheel@v2.11.4
+        env:
+          CIBW_BEFORE_BUILD: pip install torch==${{ matrix.torch}}+cpu -f https://download.pytorch.org/whl/torch_stable.html cmake numpy
+          CIBW_BUILD: ${{ matrix.python-version }}-win_amd64
+          CIBW_REPAIR_WHEEL_COMMAND_WINDOWS: ""
+          CIBW_BUILD_VERBOSITY: 3
+
+      - name: Display wheels
+        shell: bash
+        run: |
+          ls -lh ./wheelhouse/
+
+          ls -lh ./wheelhouse/*.whl
+
+      - name: Upload Wheel
+        uses: actions/upload-artifact@v2
+        with:
+          name: torch-${{ matrix.torch }}-python-${{ matrix.python-version }}-windows-latest-cpu
+          path: wheelhouse/*.whl
+
+      # https://huggingface.co/docs/hub/spaces-github-actions
+      - name: Publish to huggingface
+        if: github.repository_owner == 'csukuangfj'
+        shell: bash
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+        run: |
+          git config --global user.email "csukuangfj@gmail.com"
+          git config --global user.name "Fangjun Kuang"
+
+          GIT_LFS_SKIP_SMUDGE=1 git clone https://huggingface.co/csukuangfj/kaldifeat huggingface
+
+          cd huggingface
+          git pull
+          mkdir -p windows-cpu
+          cp -v ../wheelhouse/*.whl ./windows-cpu
+          git status
+          git lfs track "*.whl"
+
+          git add .
+
+          git commit -m "upload windows-cpu wheel for torch ${{ matrix.torch }} python ${{ matrix.python-version }}"
+          git push https://csukuangfj:$HF_TOKEN@huggingface.co/csukuangfj/kaldifeat main
+          cd ..
+          rm -rf huggingface