diff --git a/.circleci/config.yml b/.circleci/config.yml
index ee24520dc2b..88db43e4f69 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -237,6 +237,27 @@ jobs:
           paths:
             - "*"
 
+  binary_win_wheel:
+    <<: *binary_common
+    executor: windows-cpu
+    steps:
+      - checkout_merge
+      - designate_upload_channel
+      - run:
+          name: Build wheel packages
+          no_output_timeout: 30m
+          command: |
+            set -ex
+            source packaging/windows/internal/vc_install_helper.sh
+            packaging/windows/internal/cuda_install.bat
+            packaging/build_wheels.sh
+      - store_artifacts:
+          path: dist
+      - persist_to_workspace:
+          root: dist
+          paths:
+            - "*"
+
   unittest_linux_cpu:
     <<: *binary_common
 
@@ -912,6 +933,67 @@ workflows:
           name: binary_macos_wheel_py3.10_cpu
           python_version: '3.10'
           wheel_docker_image: pytorch/manylinux-cuda102
+      
+      - binary_win_wheel:
+          cu_version: cpu
+          name: binary_win_wheel_py3.7_cpu
+          python_version: '3.7'
+
+      - binary_win_wheel:
+          cu_version: cu116
+          name: binary_win_wheel_py3.7_cu116
+          python_version: '3.7'
+
+      - binary_win_wheel:
+          cu_version: cu117
+          name: binary_win_wheel_py3.7_cu117
+          python_version: '3.7'
+
+      - binary_win_wheel:
+          cu_version: cpu
+          name: binary_win_wheel_py3.8_cpu
+          python_version: '3.8'
+
+      - binary_win_wheel:
+          cu_version: cu116
+          name: binary_win_wheel_py3.8_cu116
+          python_version: '3.8'
+
+      - binary_win_wheel:
+          cu_version: cu117
+          name: binary_win_wheel_py3.8_cu117
+          python_version: '3.8'
+
+      - binary_win_wheel:
+          cu_version: cpu
+          name: binary_win_wheel_py3.9_cpu
+          python_version: '3.9'
+
+      - binary_win_wheel:
+          cu_version: cu116
+          name: binary_win_wheel_py3.9_cu116
+          python_version: '3.9'
+
+      - binary_win_wheel:
+          cu_version: cu117
+          name: binary_win_wheel_py3.9_cu117
+          python_version: '3.9'
+
+      - binary_win_wheel:
+          cu_version: cpu
+          name: binary_win_wheel_py3.10_cpu
+          python_version: '3.10'
+
+      - binary_win_wheel:
+          cu_version: cu116
+          name: binary_win_wheel_py3.10_cu116
+          python_version: '3.10'
+
+      - binary_win_wheel:
+          cu_version: cu117
+          name: binary_win_wheel_py3.10_cu117
+          python_version: '3.10'
+
 
   unittest:
     jobs:
diff --git a/packaging/build_wheels.sh b/packaging/build_wheels.sh
index 4bfa2c1cff9..fd3c228fd5b 100755
--- a/packaging/build_wheels.sh
+++ b/packaging/build_wheels.sh
@@ -19,9 +19,6 @@ if [[ "$(uname)" == Darwin || "$OSTYPE" == "msys" ]]; then
     if [[ "$(uname)" == Darwin ]]; then
         # Install delocate to relocate the required binaries
         pip_install "delocate>=0.9"
-    else
-        cp "$bin_path/Library/bin/libpng16.dll" torchvision
-        cp "$bin_path/Library/bin/libjpeg.dll" torchvision
     fi
 else
     # Install auditwheel to get some inspection utilities
@@ -32,7 +29,7 @@ else
 fi
 
 if [[ "$OSTYPE" == "msys" ]]; then
-  echo "ERROR: Windows installation is not supported yet." && exit 100
+    IS_WHEEL=1 "$script_dir/windows/internal/vc_env_helper.bat" python setup.py bdist_wheel
 else
     python setup.py bdist_wheel
     if [[ "$(uname)" != Darwin ]]; then
diff --git a/packaging/pkg_helpers.bash b/packaging/pkg_helpers.bash
index 734a6ae4403..03b4c7c1747 100644
--- a/packaging/pkg_helpers.bash
+++ b/packaging/pkg_helpers.bash
@@ -46,6 +46,22 @@ setup_cuda() {
 
   # Now work out the CUDA settings
   case "$CU_VERSION" in
+    cu117)
+      if [[ "$OSTYPE" == "msys" ]]; then
+        export CUDA_HOME="C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v11.7"
+      else
+        export CUDA_HOME=/usr/local/cuda-11.7/
+      fi
+      export TORCH_CUDA_ARCH_LIST="3.5;5.0+PTX;6.0;7.0;7.5;8.0;8.6"
+      ;;
+    cu116)
+      if [[ "$OSTYPE" == "msys" ]]; then
+        export CUDA_HOME="C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v11.6"
+      else
+        export CUDA_HOME=/usr/local/cuda-11.6/
+      fi
+      export TORCH_CUDA_ARCH_LIST="3.5;5.0+PTX;6.0;7.0;7.5;8.0;8.6"
+      ;;
     cu115)
       if [[ "$OSTYPE" == "msys" ]]; then
         export CUDA_HOME="C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v11.5"
@@ -299,6 +315,12 @@ setup_conda_cudatoolkit_constraint() {
     export CONDA_BUILD_VARIANT="cpu"
   else
     case "$CU_VERSION" in
+      cu117)
+        export CONDA_CUDATOOLKIT_CONSTRAINT="- pytorch-cuda=11.7 # [not osx]"
+        ;;
+      cu116)
+        export CONDA_CUDATOOLKIT_CONSTRAINT="- pytorch-cuda=11.6 # [not osx]"
+        ;;
       cu115)
         export CONDA_CUDATOOLKIT_CONSTRAINT="- cudatoolkit >=11.5,<11.6 # [not osx]"
         ;;
@@ -346,6 +368,12 @@ setup_conda_cudatoolkit_plain_constraint() {
     export CMAKE_USE_CUDA=0
   else
     case "$CU_VERSION" in
+      cu117)
+        export CONDA_CUDATOOLKIT_CONSTRAINT="pytorch-cuda=11.7"
+        ;;
+      cu116)
+        export CONDA_CUDATOOLKIT_CONSTRAINT="pytorch-cuda=11.6"
+        ;;
       cu115)
         export CONDA_CUDATOOLKIT_CONSTRAINT="cudatoolkit=11.5"
         ;;
diff --git a/packaging/windows/internal/cuda_install.bat b/packaging/windows/internal/cuda_install.bat
new file mode 100644
index 00000000000..66e92228995
--- /dev/null
+++ b/packaging/windows/internal/cuda_install.bat
@@ -0,0 +1,143 @@
+@echo on
+
+if "%CU_VERSION%" == "cpu" (
+    echo Skipping for CPU builds
+    exit /b 0
+)
+
+set SRC_DIR=%~dp0\..
+
+if not exist "%SRC_DIR%\temp_build" mkdir "%SRC_DIR%\temp_build"
+
+rem in unit test workflow, we get CUDA_VERSION, for example 11.1
+if defined CUDA_VERSION (
+    set CUDA_VER=%CUDA_VERSION:.=%
+) else (
+    set CUDA_VER=%CU_VERSION:cu=%
+)
+
+set /a CUDA_VER=%CU_VERSION:cu=%
+set CUDA_VER_MAJOR=%CUDA_VER:~0,-1%
+set CUDA_VER_MINOR=%CUDA_VER:~-1,1%
+set CUDA_VERSION_STR=%CUDA_VER_MAJOR%.%CUDA_VER_MINOR%
+set CUDNN_FOLDER="cuda"
+set CUDNN_LIB_FOLDER="lib\x64"
+
+if %CUDA_VER% EQU 116 goto cuda116
+if %CUDA_VER% EQU 117 goto cuda117
+
+echo CUDA %CUDA_VERSION_STR% is not supported
+exit /b 1
+
+:cuda116
+
+set CUDA_INSTALL_EXE=cuda_11.6.0_511.23_windows.exe
+if not exist "%SRC_DIR%\temp_build\%CUDA_INSTALL_EXE%" (
+    curl -k -L "https://ossci-windows.s3.amazonaws.com/%CUDA_INSTALL_EXE%" --output "%SRC_DIR%\temp_build\%CUDA_INSTALL_EXE%"
+    if errorlevel 1 exit /b 1
+    set "CUDA_SETUP_FILE=%SRC_DIR%\temp_build\%CUDA_INSTALL_EXE%"
+    set "ARGS=thrust_11.6 nvcc_11.6 cuobjdump_11.6 nvprune_11.6 nvprof_11.6 cupti_11.6 cublas_11.6 cublas_dev_11.6 cudart_11.6 cufft_11.6 cufft_dev_11.6 curand_11.6 curand_dev_11.6 cusolver_11.6 cusolver_dev_11.6 cusparse_11.6 cusparse_dev_11.6 npp_11.6 npp_dev_11.6 nvjpeg_11.6 nvjpeg_dev_11.6 nvrtc_11.6 nvrtc_dev_11.6 nvml_dev_11.6"
+)
+
+set CUDNN_INSTALL_ZIP=cudnn-windows-x86_64-8.3.2.44_cuda11.5-archive.zip
+set CUDNN_FOLDER=cudnn-windows-x86_64-8.3.2.44_cuda11.5-archive
+set CUDNN_LIB_FOLDER="lib"
+if not exist "%SRC_DIR%\temp_build\%CUDNN_INSTALL_ZIP%" (
+    curl -k -L "http://s3.amazonaws.com/ossci-windows/%CUDNN_INSTALL_ZIP%" --output "%SRC_DIR%\temp_build\%CUDNN_INSTALL_ZIP%"
+    if errorlevel 1 exit /b 1
+    set "CUDNN_SETUP_FILE=%SRC_DIR%\temp_build\%CUDNN_INSTALL_ZIP%"
+
+    rem Make sure windows path contains zlib dll
+    curl -k -L "http://s3.amazonaws.com/ossci-windows/zlib123dllx64.zip" --output "%SRC_DIR%\temp_build\zlib123dllx64.zip"
+    7z x "%SRC_DIR%\temp_build\zlib123dllx64.zip" -o"%SRC_DIR%\temp_build\zlib"
+    xcopy /Y "%SRC_DIR%\temp_build\zlib\dll_x64\*.dll" "C:\Windows\System32"
+)
+
+goto cuda_common
+
+:cuda117
+
+set CUDA_INSTALL_EXE=cuda_11.7.0_516.01_windows.exe
+if not exist "%SRC_DIR%\temp_build\%CUDA_INSTALL_EXE%" (
+    curl -k -L "https://ossci-windows.s3.amazonaws.com/%CUDA_INSTALL_EXE%" --output "%SRC_DIR%\temp_build\%CUDA_INSTALL_EXE%"
+    if errorlevel 1 exit /b 1
+    set "CUDA_SETUP_FILE=%SRC_DIR%\temp_build\%CUDA_INSTALL_EXE%"
+    set "ARGS=thrust_11.7 nvcc_11.7 cuobjdump_11.7 nvprune_11.7 nvprof_11.7 cupti_11.7 cublas_11.7 cublas_dev_11.7 cudart_11.7 cufft_11.7 cufft_dev_11.7 curand_11.7 curand_dev_11.7 cusolver_11.7 cusolver_dev_11.7 cusparse_11.7 cusparse_dev_11.7 npp_11.7 npp_dev_11.7 nvjpeg_11.7 nvjpeg_dev_11.7 nvrtc_11.7 nvrtc_dev_11.7 nvml_dev_11.7"
+)
+
+set CUDNN_INSTALL_ZIP=cudnn-windows-x86_64-8.3.2.44_cuda11.5-archive.zip
+set CUDNN_FOLDER=cudnn-windows-x86_64-8.3.2.44_cuda11.5-archive
+set CUDNN_LIB_FOLDER="lib"
+if not exist "%SRC_DIR%\temp_build\%CUDNN_INSTALL_ZIP%" (
+    curl -k -L "http://s3.amazonaws.com/ossci-windows/%CUDNN_INSTALL_ZIP%" --output "%SRC_DIR%\temp_build\%CUDNN_INSTALL_ZIP%"
+    if errorlevel 1 exit /b 1
+    set "CUDNN_SETUP_FILE=%SRC_DIR%\temp_build\%CUDNN_INSTALL_ZIP%"
+
+    rem Make sure windows path contains zlib dll
+    curl -k -L "http://s3.amazonaws.com/ossci-windows/zlib123dllx64.zip" --output "%SRC_DIR%\temp_build\zlib123dllx64.zip"
+    7z x "%SRC_DIR%\temp_build\zlib123dllx64.zip" -o"%SRC_DIR%\temp_build\zlib"
+    xcopy /Y "%SRC_DIR%\temp_build\zlib\dll_x64\*.dll" "C:\Windows\System32"
+)
+
+goto cuda_common
+
+:cuda_common
+
+if not exist "%SRC_DIR%\temp_build\NvToolsExt.7z" (
+    curl -k -L https://www.dropbox.com/s/9mcolalfdj4n979/NvToolsExt.7z?dl=1 --output "%SRC_DIR%\temp_build\NvToolsExt.7z"
+    if errorlevel 1 exit /b 1
+)
+
+echo Installing CUDA toolkit...
+7z x %CUDA_SETUP_FILE% -o"%SRC_DIR%\temp_build\cuda"
+pushd "%SRC_DIR%\temp_build\cuda"
+sc config wuauserv start= disabled
+sc stop wuauserv
+sc query wuauserv
+
+start /wait setup.exe -s %ARGS% -loglevel:6 -log:"%cd%/cuda_install_logs"
+echo %errorlevel%
+
+popd
+
+echo Installing VS integration...
+rem It's for VS 2019
+if "%CUDA_VER_MAJOR%" == "10" (
+    xcopy /Y "%SRC_DIR%\temp_build\cuda\CUDAVisualStudioIntegration\extras\visual_studio_integration\MSBuildExtensions\*.*" "C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\MSBuild\Microsoft\VC\v160\BuildCustomizations"
+)
+if "%CUDA_VER_MAJOR%" == "11" (
+    xcopy /Y "%SRC_DIR%\temp_build\cuda\visual_studio_integration\CUDAVisualStudioIntegration\extras\visual_studio_integration\MSBuildExtensions\*.*" "C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\MSBuild\Microsoft\VC\v160\BuildCustomizations"
+)
+
+echo Installing NvToolsExt...
+7z x %SRC_DIR%\temp_build\NvToolsExt.7z -o"%SRC_DIR%\temp_build\NvToolsExt"
+mkdir "%ProgramFiles%\NVIDIA Corporation\NvToolsExt\bin\x64"
+mkdir "%ProgramFiles%\NVIDIA Corporation\NvToolsExt\include"
+mkdir "%ProgramFiles%\NVIDIA Corporation\NvToolsExt\lib\x64"
+xcopy /Y "%SRC_DIR%\temp_build\NvToolsExt\bin\x64\*.*" "%ProgramFiles%\NVIDIA Corporation\NvToolsExt\bin\x64"
+xcopy /Y "%SRC_DIR%\temp_build\NvToolsExt\include\*.*" "%ProgramFiles%\NVIDIA Corporation\NvToolsExt\include"
+xcopy /Y "%SRC_DIR%\temp_build\NvToolsExt\lib\x64\*.*" "%ProgramFiles%\NVIDIA Corporation\NvToolsExt\lib\x64"
+
+echo Setting up environment...
+set "PATH=%ProgramFiles%\NVIDIA GPU Computing Toolkit\CUDA\v%CUDA_VERSION_STR%\bin;%ProgramFiles%\NVIDIA GPU Computing Toolkit\CUDA\v%CUDA_VERSION_STR%\libnvvp;%PATH%"
+set "CUDA_PATH=%ProgramFiles%\NVIDIA GPU Computing Toolkit\CUDA\v%CUDA_VERSION_STR%"
+set "CUDA_PATH_V%CUDA_VER_MAJOR%_%CUDA_VER_MINOR%=%ProgramFiles%\NVIDIA GPU Computing Toolkit\CUDA\v%CUDA_VERSION_STR%"
+set "NVTOOLSEXT_PATH=%ProgramFiles%\NVIDIA Corporation\NvToolsExt\bin\x64"
+
+if not exist "%ProgramFiles%\NVIDIA GPU Computing Toolkit\CUDA\v%CUDA_VERSION_STR%\bin\nvcc.exe" (
+    echo CUDA %CUDA_VERSION_STR% installed failed.
+    echo --------- RunDll32.exe.log
+    type "%SRC_DIR%\temp_build\cuda\cuda_install_logs\LOG.RunDll32.exe.log"
+    echo --------- setup.exe.log -------
+    type "%SRC_DIR%\temp_build\cuda\cuda_install_logs\LOG.setup.exe.log"
+    exit /b 1
+)
+
+echo Installing cuDNN...
+7z x %CUDNN_SETUP_FILE% -o"%SRC_DIR%\temp_build\cudnn"
+xcopy /Y "%SRC_DIR%\temp_build\cudnn\%CUDNN_FOLDER%\bin\*.*" "%ProgramFiles%\NVIDIA GPU Computing Toolkit\CUDA\v%CUDA_VERSION_STR%\bin"
+xcopy /Y "%SRC_DIR%\temp_build\cudnn\%CUDNN_FOLDER%\%CUDNN_LIB_FOLDER%\*.*" "%ProgramFiles%\NVIDIA GPU Computing Toolkit\CUDA\v%CUDA_VERSION_STR%\lib\x64"
+xcopy /Y "%SRC_DIR%\temp_build\cudnn\%CUDNN_FOLDER%\include\*.*" "%ProgramFiles%\NVIDIA GPU Computing Toolkit\CUDA\v%CUDA_VERSION_STR%\include"
+
+echo Cleaning temp files
+rd /s /q "%SRC_DIR%\temp_build" || ver > nul
diff --git a/packaging/windows/internal/vc_env_helper.bat b/packaging/windows/internal/vc_env_helper.bat
new file mode 100644
index 00000000000..e85a372f93d
--- /dev/null
+++ b/packaging/windows/internal/vc_env_helper.bat
@@ -0,0 +1,43 @@
+@echo on
+
+set VC_VERSION_LOWER=16
+set VC_VERSION_UPPER=17
+if "%VC_YEAR%" == "2017" (
+    set VC_VERSION_LOWER=15
+    set VC_VERSION_UPPER=16
+)
+
+for /f "usebackq tokens=*" %%i in (`"%ProgramFiles(x86)%\Microsoft Visual Studio\Installer\vswhere.exe" -legacy -products * -version [%VC_VERSION_LOWER%^,%VC_VERSION_UPPER%^) -property installationPath`) do (
+    if exist "%%i" if exist "%%i\VC\Auxiliary\Build\vcvarsall.bat" (
+        set "VS15INSTALLDIR=%%i"
+        set "VS15VCVARSALL=%%i\VC\Auxiliary\Build\vcvarsall.bat"
+        goto vswhere
+    )
+)
+
+:vswhere
+if "%VSDEVCMD_ARGS%" == "" (
+    call "%VS15VCVARSALL%" x64 || exit /b 1
+) else (
+    call "%VS15VCVARSALL%" x64 %VSDEVCMD_ARGS% || exit /b 1
+)
+
+@echo on
+
+set DISTUTILS_USE_SDK=1
+
+set args=%1
+shift
+:start
+if [%1] == [] goto done
+set args=%args% %1
+shift
+goto start
+
+:done
+if "%args%" == "" (
+    echo Usage: vc_env_helper.bat [command] [args]
+    echo e.g. vc_env_helper.bat cl /c test.cpp
+)
+
+%args% || exit /b 1
diff --git a/packaging/windows/internal/vc_install_helper.sh b/packaging/windows/internal/vc_install_helper.sh
new file mode 100644
index 00000000000..cdae18065b9
--- /dev/null
+++ b/packaging/windows/internal/vc_install_helper.sh
@@ -0,0 +1,16 @@
+#!/bin/bash
+
+set -ex
+
+if [[ "$CU_VERSION" == "cu92" ]]; then
+  export VC_YEAR=2017
+  export VSDEVCMD_ARGS="-vcvars_ver=14.13"
+  powershell packaging/windows/internal/vs2017_install.ps1
+elif [[ "$CU_VERSION" == "cu100" ]]; then
+  export VC_YEAR=2017
+  export VSDEVCMD_ARGS=""
+  powershell packaging/windows/internal/vs2017_install.ps1
+else
+  export VC_YEAR=2019
+  export VSDEVCMD_ARGS=""
+fi
diff --git a/packaging/windows/internal/vs2017_install.ps1 b/packaging/windows/internal/vs2017_install.ps1
new file mode 100644
index 00000000000..3e953de1ab7
--- /dev/null
+++ b/packaging/windows/internal/vs2017_install.ps1
@@ -0,0 +1,25 @@
+$VS_DOWNLOAD_LINK = "https://aka.ms/vs/15/release/vs_buildtools.exe"
+$VS_INSTALL_ARGS = @("--nocache","--quiet","--wait", "--add Microsoft.VisualStudio.Workload.VCTools",
+                                                     "--add Microsoft.VisualStudio.Component.VC.Tools.14.13",
+                                                     "--add Microsoft.Component.MSBuild",
+                                                     "--add Microsoft.VisualStudio.Component.Roslyn.Compiler",
+                                                     "--add Microsoft.VisualStudio.Component.TextTemplating",
+                                                     "--add Microsoft.VisualStudio.Component.VC.CoreIde",
+                                                     "--add Microsoft.VisualStudio.Component.VC.Redist.14.Latest",
+                                                     "--add Microsoft.VisualStudio.ComponentGroup.NativeDesktop.Core",
+                                                     "--add Microsoft.VisualStudio.Component.VC.Tools.x86.x64",
+                                                     "--add Microsoft.VisualStudio.ComponentGroup.NativeDesktop.Win81")
+
+curl.exe --retry 3 -kL $VS_DOWNLOAD_LINK --output vs_installer.exe
+if ($LASTEXITCODE -ne 0) {
+    echo "Download of the VS 2017 installer failed"
+    exit 1
+}
+
+$process = Start-Process "${PWD}\vs_installer.exe" -ArgumentList $VS_INSTALL_ARGS -NoNewWindow -Wait -PassThru
+Remove-Item -Path vs_installer.exe -Force
+$exitCode = $process.ExitCode
+if (($exitCode -ne 0) -and ($exitCode -ne 3010)) {
+    echo "VS 2017 installer exited with code $exitCode, which should be one of [0, 3010]."
+    exit 1
+}