diff --git a/.github/scripts/winarm64/bootstrap_buildtools.bat b/.github/scripts/winarm64/bootstrap_buildtools.bat
new file mode 100644
index 0000000000..a7ced81f0d
--- /dev/null
+++ b/.github/scripts/winarm64/bootstrap_buildtools.bat
@@ -0,0 +1,67 @@
+@echo off
+
+echo Dependency MSVC Build Tools with C++ with ARM64/ARM64EC components installation started.
+
+:: Pre-check for downloads and dependencies folders
+if not exist "%DOWNLOADS_DIR%" mkdir "%DOWNLOADS_DIR%"
+if not exist "%DEPENDENCIES_DIR%" mkdir "%DEPENDENCIES_DIR%"
+
+:: Set download URL for the Visual Studio Installer
+set DOWNLOAD_URL=https://aka.ms/vs/17/release/vs_BuildTools.exe
+set INSTALLER_FILE=%DOWNLOADS_DIR%\vs_BuildTools.exe
+
+:: Download installer
+echo Downloading Visual Studio Build Tools with C++ installer...
+curl -L -o "%INSTALLER_FILE%" %DOWNLOAD_URL%
+
+:: Install the Visual Studio Build Tools with C++ components
+echo Installing Visual Studio Build Tools with C++ components...
+echo Installing MSVC %MSVC_VERSION%
+if "%MSVC_VERSION%" == "latest" (
+    "%INSTALLER_FILE%" --norestart --quiet --wait --installPath "%DEPENDENCIES_DIR%\VSBuildTools" ^
+        --add Microsoft.VisualStudio.Workload.VCTools ^
+        --add Microsoft.VisualStudio.Component.Windows10SDK ^
+        --add Microsoft.VisualStudio.Component.Windows11SDK.22621 ^
+        --add Microsoft.VisualStudio.Component.VC.ASAN ^
+        --add Microsoft.VisualStudio.Component.VC.CMake.Project ^
+        --add Microsoft.VisualStudio.Component.VC.CoreBuildTools ^
+        --add Microsoft.VisualStudio.Component.VC.CoreIde ^
+        --add Microsoft.VisualStudio.Component.VC.Redist.14.Latest ^
+        --add Microsoft.VisualStudio.Component.VC.Tools.ARM64EC ^
+        --add Microsoft.VisualStudio.Component.VC.Tools.ARM64 ^
+        --add Microsoft.VisualStudio.Component.VC.Tools.x86.x64
+) else if "%MSVC_VERSION%" == "14.40" (
+    "%INSTALLER_FILE%" --norestart --nocache --quiet --wait --fix --installPath "%DEPENDENCIES_DIR%\VSBuildTools" ^
+        --add Microsoft.VisualStudio.Workload.VCTools ^
+        --add Microsoft.VisualStudio.Component.Windows10SDK ^
+        --add Microsoft.VisualStudio.Component.Windows11SDK.22621 ^
+        --add Microsoft.VisualStudio.Component.VC.ASAN ^
+        --add Microsoft.VisualStudio.Component.VC.CMake.Project ^
+        --add Microsoft.VisualStudio.Component.VC.CoreBuildTools ^
+        --add Microsoft.VisualStudio.Component.VC.CoreIde ^
+        --add Microsoft.VisualStudio.Component.VC.Redist.14.Latest ^
+        --add Microsoft.VisualStudio.Component.VC.14.40.17.10.ARM64 ^
+        --add Microsoft.VisualStudio.Component.VC.14.40.17.10.x86.x64
+) else if "%MSVC_VERSION%" == "14.36" (
+    "%INSTALLER_FILE%" --norestart --nocache --quiet --wait --fix --installPath "%DEPENDENCIES_DIR%\VSBuildTools" ^
+        --add Microsoft.VisualStudio.Workload.VCTools ^
+        --add Microsoft.VisualStudio.Component.Windows10SDK ^
+        --add Microsoft.VisualStudio.Component.Windows11SDK.22621 ^
+        --add Microsoft.VisualStudio.Component.VC.ASAN ^
+        --add Microsoft.VisualStudio.Component.VC.CMake.Project ^
+        --add Microsoft.VisualStudio.Component.VC.CoreBuildTools ^
+        --add Microsoft.VisualStudio.Component.VC.CoreIde ^
+        --add Microsoft.VisualStudio.Component.VC.Redist.14.Latest ^
+        --add Microsoft.VisualStudio.Component.VC.14.36.17.6.ARM64 ^
+        --add Microsoft.VisualStudio.Component.VC.14.36.17.6.x86.x64
+)
+
+echo exitcode = %errorlevel%
+
+:: Check if installation was successful
+if %errorlevel% neq 0 (
+    echo Failed to install Visual Studio Build Tools with C++ components.
+    exit /b 1
+)
+
+echo Dependency Visual Studio Build Tools with C++ installation finished.
\ No newline at end of file
diff --git a/.github/scripts/winarm64/bootstrap_git.bat b/.github/scripts/winarm64/bootstrap_git.bat
new file mode 100644
index 0000000000..53743b167c
--- /dev/null
+++ b/.github/scripts/winarm64/bootstrap_git.bat
@@ -0,0 +1,55 @@
+@echo off
+setlocal enabledelayedexpansion
+
+
+echo Dependency Git installation started.
+
+
+:: Pre-check for downloads and dependencies folders
+set "DOWNLOADS_DIR=c:\temp\downloads"
+set "DEPENDENCIES_DIR=c:\temp\dependencies"
+
+
+if not exist "%DOWNLOADS_DIR%" mkdir "%DOWNLOADS_DIR%"
+if not exist "%DEPENDENCIES_DIR%" mkdir "%DEPENDENCIES_DIR%"
+
+
+:: Set download URL for the Git
+set "DOWNLOAD_URL=https://github.com/git-for-windows/git/releases/download/v2.48.1.windows.1/Git-2.48.1-arm64.exe"
+set "INSTALLER_FILE=%DOWNLOADS_DIR%\Git-2.48.1-arm64.exe"
+
+
+:: Download installer
+echo Downloading Git...
+curl -L -o "%INSTALLER_FILE%" "%DOWNLOAD_URL%"
+
+
+:: Verify download success
+if not exist "%INSTALLER_FILE%" (
+    echo Failed to download Git!
+    exit /b 1
+)
+
+
+:: Install Git
+echo Installing Git...
+"%INSTALLER_FILE%" /VERYSILENT /DIR="%DEPENDENCIES_DIR%\git"
+
+
+:: Verify installation success
+if %errorlevel% neq 0 (
+    echo Failed to install Git. (exitcode = %errorlevel%)
+    exit /b 1
+)
+
+
+:: Enable long paths
+call "%DEPENDENCIES_DIR%\git\cmd\git.exe" config --system core.longpaths true
+
+
+:: Add Git to PATH (temporary for this session)
+set "PATH=%DEPENDENCIES_DIR%\git\cmd\;%DEPENDENCIES_DIR%\git\bin\;%PATH%"
+
+
+echo Dependency Git installation finished.
+exit /b 0
\ No newline at end of file
diff --git a/.github/scripts/winarm64/bootstrap_python.bat b/.github/scripts/winarm64/bootstrap_python.bat
new file mode 100644
index 0000000000..e8c76ff119
--- /dev/null
+++ b/.github/scripts/winarm64/bootstrap_python.bat
@@ -0,0 +1,47 @@
+@echo off
+
+echo Dependency Python installation started.
+
+:: Pre-check for downloads and dependencies folders
+if not exist "%DOWNLOADS_DIR%" mkdir %DOWNLOADS_DIR%
+if not exist "%DEPENDENCIES_DIR%" mkdir %DEPENDENCIES_DIR%
+
+echo PYTHON_VERSION is %PYTHON_VERSION%
+
+if "%PYTHON_VERSION%" == "3.13" (
+    echo Python version is set to 3.13
+    set DOWNLOAD_URL=https://www.python.org/ftp/python/3.13.2/python-3.13.2-arm64.exe
+)
+else if "%PYTHON_VERSION%" == "3.12" (
+    echo Python version is set to 3.12
+    set DOWNLOAD_URL=https://www.python.org/ftp/python/3.12.7/python-3.12.7-arm64.exe
+) else if "%PYTHON_VERSION%" == "3.11" (
+    echo Python version is set to 3.11
+    set DOWNLOAD_URL=https://www.python.org/ftp/python/3.11.9/python-3.11.9-arm64.exe
+) else (
+    echo PYTHON_VERSION not defined, Python version is set to 3.12
+    set DOWNLOAD_URL=https://www.python.org/ftp/python/3.12.7/python-3.12.7-arm64.exe
+)
+
+set INSTALLER_FILE=%DOWNLOADS_DIR%\python-installer.exe
+
+:: Download installer
+echo Downloading Python...
+curl -L -o "%INSTALLER_FILE%" "%DOWNLOAD_URL%"
+
+:: Install Python
+echo Installing Python...
+"%INSTALLER_FILE%" /quiet Include_debug=1 TargetDir="%DEPENDENCIES_DIR%\Python"
+
+:: Check if installation was successful
+if %errorlevel% neq 0 (
+    echo "Failed to install Python. (exitcode = %errorlevel%)"
+    exit /b 1
+)
+
+:: Add to PATH
+echo %DEPENDENCIES_DIR%\Python\>> %GITHUB_PATH%
+echo %DEPENDENCIES_DIR%\Python\scripts\>> %GITHUB_PATH%
+echo %DEPENDENCIES_DIR%\Python\libs\>> %GITHUB_PATH%
+
+echo Dependency Python installation finished.
\ No newline at end of file
diff --git a/.github/scripts/winarm64/build_audio.bat b/.github/scripts/winarm64/build_audio.bat
new file mode 100644
index 0000000000..6bd997b61f
--- /dev/null
+++ b/.github/scripts/winarm64/build_audio.bat
@@ -0,0 +1,57 @@
+@echo on
+set SRC_PATH=%GITHUB_WORKSPACE%\%SRC_DIR%
+set CMAKE_BUILD_TYPE=%BUILD_TYPE%
+set VCVARSALL_PATH=%DEPENDENCIES_DIR%\VSBuildTools\VC\Auxiliary\Build\vcvarsall.bat
+set CONDA_PREFIX=%DEPENDENCIES_DIR%
+set PATH=%PATH%;%CONDA_PREFIX%\Library\bin
+set DISTUTILS_USE_SDK=1
+set USE_FFMPEG=1
+set FFMPEG_ROOT=%DEPENDENCIES_DIR%\Library
+
+:: Dependencies
+if not exist "%DOWNLOADS_DIR%" mkdir %DOWNLOADS_DIR%
+if not exist "%DEPENDENCIES_DIR%" mkdir %DEPENDENCIES_DIR%
+echo * > %DOWNLOADS_DIR%\.gitignore
+echo * > %DEPENDENCIES_DIR%\.gitignore
+
+:: install vcpkg
+cd %DOWNLOADS_DIR%
+:: for ffmpeg 6.1.1 - pinning the version of vcpkg
+:: https://pytorch.org/audio/stable/installation.html
+git clone https://github.com/microsoft/vcpkg.git -b 2024.07.12
+cd vcpkg
+call bootstrap-vcpkg.bat
+
+:: install dependencies
+vcpkg install ffmpeg[ffmpeg]:arm64-windows --x-install-root=%DEPENDENCIES_DIR%
+robocopy /E %DEPENDENCIES_DIR%\arm64-windows %DEPENDENCIES_DIR%\Library
+robocopy /E %DEPENDENCIES_DIR%\Library\tools\ffmpeg %DEPENDENCIES_DIR%\Library\bin
+robocopy /E %DEPENDENCIES_DIR%\Library\bin %SRC_PATH%\src\torio\lib
+
+:: test ffmpeg
+echo %FFMPEG_ROOT%
+ffmpeg -version
+
+:: Source directory
+cd %SRC_PATH%
+
+:: Virtual environment
+python -m pip install --upgrade pip
+python -m venv .venv  --upgrade-deps
+echo * > .venv\.gitignore
+call .\.venv\Scripts\activate
+
+:: Install dependencies
+pip install --pre torch --index-url https://download.pytorch.org/whl/nightly/cpu
+
+:: Activate visual studio
+call "%VCVARSALL_PATH%" arm64
+
+:: Creates wheel under dist folder
+python setup.py bdist_wheel
+
+:: Check if installation was successful
+if %errorlevel% neq 0 (
+    echo "Failed on build_audio. (exitcode = %errorlevel%)"
+    exit /b 1
+)
\ No newline at end of file
diff --git a/.github/scripts/winarm64/build_vision.bat b/.github/scripts/winarm64/build_vision.bat
new file mode 100644
index 0000000000..cae7358bb0
--- /dev/null
+++ b/.github/scripts/winarm64/build_vision.bat
@@ -0,0 +1,60 @@
+@echo on
+set SRC_PATH=%GITHUB_WORKSPACE%\%SRC_DIR%
+set CMAKE_BUILD_TYPE=%BUILD_TYPE%
+set VCVARSALL_PATH=%DEPENDENCIES_DIR%\VSBuildTools\VC\Auxiliary\Build\vcvarsall.bat
+set CONDA_PREFIX=%DEPENDENCIES_DIR%
+set PATH=%PATH%;%CONDA_PREFIX%\Library\bin
+set DISTUTILS_USE_SDK=1
+
+:: Dependencies
+if not exist "%DOWNLOADS_DIR%" mkdir %DOWNLOADS_DIR%
+if not exist "%DEPENDENCIES_DIR%" mkdir %DEPENDENCIES_DIR%
+echo * > %DOWNLOADS_DIR%\.gitignore
+echo * > %DEPENDENCIES_DIR%\.gitignore
+
+:: install vcpkg
+cd %DOWNLOADS_DIR%
+git clone https://github.com/microsoft/vcpkg.git
+cd vcpkg
+call bootstrap-vcpkg.bat
+
+:: install dependencies
+vcpkg install libjpeg-turbo:arm64-windows --x-install-root=%DEPENDENCIES_DIR%
+vcpkg install libwebp:arm64-windows --x-install-root=%DEPENDENCIES_DIR%
+vcpkg install libpng[tools]:arm64-windows --x-install-root=%DEPENDENCIES_DIR%
+:: https://pytorch.org/vision/stable/index.html
+:: Building with FFMPEG is disabled by default in the latest main
+:: vcpkg install ffmpeg[ffmpeg]:arm64-windows --x-install-root=%DEPENDENCIES_DIR%
+copy %DEPENDENCIES_DIR%\arm64-windows\lib\libpng16.lib %DEPENDENCIES_DIR%\arm64-windows\lib\libpng.lib
+copy %DEPENDENCIES_DIR%\arm64-windows\bin\libpng16.dll %DEPENDENCIES_DIR%\arm64-windows\bin\libpng.dll
+copy %DEPENDENCIES_DIR%\arm64-windows\bin\libpng16.pdb %DEPENDENCIES_DIR%\arm64-windows\bin\libpng.pdb
+robocopy /E %DEPENDENCIES_DIR%\arm64-windows %DEPENDENCIES_DIR%\Library
+robocopy /E %DEPENDENCIES_DIR%\Library\tools\libpng %DEPENDENCIES_DIR%\Library\bin
+robocopy /E %DEPENDENCIES_DIR%\Library\bin %SRC_PATH%\torchvision *.dll
+
+:: Source directory
+cd %SRC_PATH%
+
+:: Virtual environment
+python -m pip install --upgrade pip
+python -m venv .venv  --upgrade-deps
+echo * > .venv\.gitignore
+call .\.venv\Scripts\activate
+
+:: Install dependencies
+pip install numpy
+pip install --pre torch --index-url https://download.pytorch.org/whl/nightly/cpu
+
+exit /b 0
+
+:: Activate visual studio
+call "%VCVARSALL_PATH%" arm64
+
+:: Creates wheel under dist folder
+python setup.py bdist_wheel
+
+:: Check if installation was successful
+if %errorlevel% neq 0 (
+    echo "Failed on build_vision. (exitcode = %errorlevel%)"
+    exit /b 1
+)
\ No newline at end of file
diff --git a/.github/workflows/build_wheels_windows_arm64.yml b/.github/workflows/build_wheels_windows_arm64.yml
new file mode 100644
index 0000000000..b029f6a147
--- /dev/null
+++ b/.github/workflows/build_wheels_windows_arm64.yml
@@ -0,0 +1,116 @@
+name: Build Windows Arm64 Wheels
+
+on:
+  workflow_call:
+    inputs:
+      python_version:
+        required: false
+        default: "Python312"
+        type: string
+      msvc_version:
+        required: false
+        default: "latest"
+        type: string
+      build_type:
+        required: false
+        default: "Release"
+        type: string
+      repository_name:
+        required: true
+        type: string
+        default: "pytorch/vision"
+      repository_branch:
+        required: true
+        type: string
+        default: "main"
+      build_version:
+        required: false
+        type: string
+
+env:
+  DOWNLOADS_DIR: c:\temp\downloads\
+  DEPENDENCIES_DIR: c:\temp\dependencies\
+  SCRIPTS_DIR: test-infra\\.github\\scripts\\winarm64
+  SRC_DIR: src\\${{ inputs.repository_name }}
+  PYTHON_VERSION: ${{ inputs.python_version }}
+  MSVC_VERSION: ${{ inputs.msvc_version }}
+  BUILD_TYPE: ${{ inputs.build_type }}
+  BUILD_VERSION : ${{ inputs.build_version }}
+
+permissions:
+  id-token: write
+  contents: read
+
+jobs:
+  build:
+    runs-on: windows-11-arm64
+    name: Build wheel
+    steps:
+      - name: Checkout test-infra repository
+        uses: actions/checkout@v4
+        with:
+          repository: alinpahontu2912/test-infra
+          # TODO update once merged to main
+          ref: winarm64_wheels
+          path: test-infra
+      - name: Checkout Target Repository (${{ inputs.repository_name }})
+        uses: actions/checkout@v4
+        with:
+            repository: ${{ inputs.repository_name }}
+            ref: ${{ inputs.repository_branch }}
+            path: src/${{ inputs.repository_name }}
+            submodules: recursive
+      - name: Run Bootstrap Git Script
+        shell: bash
+        run: |
+          echo Running bootstrap_git.bat...
+          cmd //c "$SCRIPTS_DIR\\bootstrap_git.bat"
+      - name: Bootstrap Python
+        shell: bash
+        run: |
+          echo Running bootstrap_python.bat...
+          cmd //c "$SCRIPTS_DIR\\bootstrap_python.bat"
+      - name: Bootstrap Build Tools
+        shell: bash
+        run: |
+          echo Running bootstrap_buildtools.bat...
+          cmd //c "$SCRIPTS_DIR\\bootstrap_buildtools.bat"
+      - name: Call Build Script
+        shell: bash
+        run: |
+          repository_name=$(basename "${{ inputs.repository_name }}")
+          echo "$repository_name"
+          echo "SCRIPTS_DIR: $SCRIPTS_DIR"
+          ls -l "$SCRIPTS_DIR" || echo "SCRIPTS_DIR does not exist"
+
+          echo "repository_name=$repository_name" >> "$GITHUB_ENV"
+          if [ "$repository_name" = "audio" ]; then
+              echo "Attempting to run: $SCRIPTS_DIR/build_audio.bat"
+              cmd //c "$SCRIPTS_DIR\\build_audio.bat"
+              if [ $? -eq 0 ]; then
+                  echo "Done Building Torchaudio"
+              else
+                  echo "Error: Build Torchaudio failed"
+                  exit 1
+              fi
+          elif [ "$repository_name" = "vision" ]; then
+              echo "Attempting to run: $SCRIPTS_DIR/build_vision.bat"
+              cmd //c "$SCRIPTS_DIR\\build_vision.bat"
+              if [ $? -eq 0 ]; then
+                  echo "Done Building Torchvision"
+              else
+                  echo "Error: Build Torchvision failed"
+                  exit 1
+              fi
+          else
+              echo "Invalid repository name: $repository_name"
+              exit 1
+          fi
+          ls -l "$SRC_DIR"
+      - name: Upload Artifact
+        uses: actions/upload-artifact@v4
+        with:
+          name: ${{ env.repository_name }}-wheel
+          path: ${{ env.SRC_DIR }}\dist\*
+          compression-level: 0
+          retention-days: 3
\ No newline at end of file