diff --git a/packaging/torchvision/bld.bat b/packaging/torchvision/bld.bat
index 0f1265c25f6..870759c67b7 100644
--- a/packaging/torchvision/bld.bat
+++ b/packaging/torchvision/bld.bat
@@ -18,6 +18,7 @@ set NVCC_FLAGS=-D__CUDA_NO_HALF_OPERATORS__ --expt-relaxed-constexpr
 if "%desired_cuda%" == "9.0" set NVCC_FLAGS=%NVCC_FLAGS% -gencode=arch=compute_35,code=sm_35 -gencode=arch=compute_50,code=sm_50 -gencode=arch=compute_60,code=sm_60 -gencode=arch=compute_70,code=sm_70 -gencode=arch=compute_50,code=compute_50
 if "%desired_cuda%" == "9.2" set NVCC_FLAGS=%NVCC_FLAGS% -gencode=arch=compute_35,code=sm_35 -gencode=arch=compute_50,code=sm_50 -gencode=arch=compute_60,code=sm_60 -gencode=arch=compute_61,code=sm_61 -gencode=arch=compute_70,code=sm_70 -gencode=arch=compute_50,code=compute_50
 if "%desired_cuda%" == "10.0" set NVCC_FLAGS=%NVCC_FLAGS% -gencode=arch=compute_35,code=sm_35 -gencode=arch=compute_50,code=sm_50 -gencode=arch=compute_60,code=sm_60 -gencode=arch=compute_70,code=sm_70 -gencode=arch=compute_75,code=sm_75 -gencode=arch=compute_50,code=compute_50
+if "%desired_cuda%" == "10.1" set NVCC_FLAGS=%NVCC_FLAGS% -gencode=arch=compute_35,code=sm_35 -gencode=arch=compute_50,code=sm_50 -gencode=arch=compute_60,code=sm_60 -gencode=arch=compute_70,code=sm_70 -gencode=arch=compute_75,code=sm_75 -gencode=arch=compute_50,code=compute_50
 
 :cuda_flags_end
 
diff --git a/packaging/windows/cuda101.bat b/packaging/windows/cuda101.bat
new file mode 100644
index 00000000000..db397d593c8
--- /dev/null
+++ b/packaging/windows/cuda101.bat
@@ -0,0 +1,59 @@
+@echo off
+
+IF NOT "%BUILD_VISION%" == "" (
+    set MODULE_NAME=vision
+) ELSE (
+    set MODULE_NAME=pytorch
+)
+
+IF NOT EXIST "setup.py" IF NOT EXIST "%MODULE_NAME%" (
+    call internal\clone.bat
+    cd ..
+    IF ERRORLEVEL 1 goto eof
+) ELSE (
+    call internal\clean.bat
+)
+
+call internal\check_deps.bat
+IF ERRORLEVEL 1 goto eof
+
+REM Check for optional components
+
+set NO_CUDA=
+set CMAKE_GENERATOR=Visual Studio 15 2017 Win64
+
+IF "%NVTOOLSEXT_PATH%"=="" (
+    echo NVTX ^(Visual Studio Extension ^for CUDA^) ^not installed, failing
+    exit /b 1
+    goto optcheck
+)
+
+IF "%CUDA_PATH_V10_1%"=="" (
+    echo CUDA 10.1 not found, failing
+    exit /b 1
+) ELSE (
+    IF "%BUILD_VISION%" == "" (
+        set TORCH_CUDA_ARCH_LIST=3.5;5.0+PTX;6.0;6.1;7.0;7.5
+        set TORCH_NVCC_FLAGS=-Xfatbin -compress-all
+    ) ELSE (
+        set NVCC_FLAGS=-D__CUDA_NO_HALF_OPERATORS__ --expt-relaxed-constexpr -gencode=arch=compute_35,code=sm_35 -gencode=arch=compute_50,code=sm_50 -gencode=arch=compute_60,code=sm_60 -gencode=arch=compute_70,code=sm_70 -gencode=arch=compute_75,code=sm_75 -gencode=arch=compute_50,code=compute_50
+    )
+
+    set "CUDA_PATH=%CUDA_PATH_V10_1%"
+    set "PATH=%CUDA_PATH_V10_1%\bin;%PATH%"
+)
+
+:optcheck
+
+IF "%BUILD_VISION%" == "" (
+    call internal\check_opts.bat
+    IF ERRORLEVEL 1 goto eof
+
+    call internal\copy.bat
+    IF ERRORLEVEL 1 goto eof
+)
+
+call internal\setup.bat
+IF ERRORLEVEL 1 goto eof
+
+:eof
diff --git a/packaging/windows/internal/cuda_install.bat b/packaging/windows/internal/cuda_install.bat
index a85018b11d7..63c501f96db 100644
--- a/packaging/windows/internal/cuda_install.bat
+++ b/packaging/windows/internal/cuda_install.bat
@@ -16,6 +16,7 @@ set CUDA_VERSION_STR=%CUDA_VER_MAJOR%.%CUDA_VER_MINOR%
 
 if %CUDA_VER% EQU 92 goto cuda92
 if %CUDA_VER% EQU 100 goto cuda100
+if %CUDA_VER% EQU 101 goto cuda101
 
 echo CUDA %CUDA_VERSION_STR% is not supported
 exit /b 1
@@ -53,6 +54,23 @@ if not exist "%SRC_DIR%\temp_build\cudnn-10.0-windows10-x64-v7.4.1.5.zip" (
 
 goto cuda_common
 
+:cuda101
+
+if not exist "%SRC_DIR%\temp_build\cuda_10.1.243_426.00_win10.exe" (
+    curl -k -L http://developer.download.nvidia.com/compute/cuda/10.1/Prod/local_installers/cuda_10.1.243_426.00_win10.exe --output "%SRC_DIR%\temp_build\cuda_10.1.243_426.00_win10.exe"
+    if errorlevel 1 exit /b 1
+    set "CUDA_SETUP_FILE=%SRC_DIR%\temp_build\cuda_10.1.243_426.00_win10.exe"
+    set "ARGS=nvcc_10.1 cuobjdump_10.1 nvprune_10.1 cupti_10.1 cublas_10.1 cublas_dev_10.1 cudart_10.1 cufft_10.1 cufft_dev_10.1 curand_10.1 curand_dev_10.1 cusolver_10.1 cusolver_dev_10.1 cusparse_10.1 cusparse_dev_10.1 nvgraph_10.1 nvgraph_dev_10.1 npp_10.1 npp_dev_10.1 nvrtc_10.1 nvrtc_dev_10.1 nvml_dev_10.1"
+)
+
+if not exist "%SRC_DIR%\temp_build\cudnn-10.1-windows10-x64-v7.6.4.38.zip" (
+    curl -k -L https://www.dropbox.com/s/i3aur3wh9lykmgx/cudnn-10.1-windows10-x64-v7.6.4.38.zip?dl=1 --output "%SRC_DIR%\temp_build\cudnn-10.1-windows10-x64-v7.6.4.38.zip"
+    if errorlevel 1 exit /b 1
+    set "CUDNN_SETUP_FILE=%SRC_DIR%\temp_build\cudnn-10.1-windows10-x64-v7.6.4.38.zip"
+)
+
+goto cuda_common
+
 :cuda_common
 
 if not exist "%SRC_DIR%\temp_build\NvToolsExt.7z" (
diff --git a/packaging/windows/internal/nightly_defaults.bat b/packaging/windows/internal/nightly_defaults.bat
index 208d8b85e78..1bba23209b1 100644
--- a/packaging/windows/internal/nightly_defaults.bat
+++ b/packaging/windows/internal/nightly_defaults.bat
@@ -147,7 +147,7 @@ if "%CUDA_VERSION%" == "cpu" (
 if "%TORCHVISION_BUILD_VERSION%" == "" set TORCHVISION_BUILD_VERSION=0.5.0.dev%NIGHTLIES_DATE_COMPACT%
 
 if "%~1" == "Wheels" (
-    if not "%CUDA_VERSION%" == "100" (
+    if not "%CUDA_VERSION%" == "101" (
         set TORCHVISION_BUILD_VERSION=%TORCHVISION_BUILD_VERSION%+%_DESIRED_CUDA%
     )
 )
diff --git a/packaging/windows/internal/publish.bat b/packaging/windows/internal/publish.bat
index 6ee9ef853a0..7f118bbb6e3 100644
--- a/packaging/windows/internal/publish.bat
+++ b/packaging/windows/internal/publish.bat
@@ -15,7 +15,11 @@ if "%PACKAGEFULLNAME%" == "Conda" (
     set PACKAGE=wheels
 )
 
-set PUBLISH_BRANCH=%PACKAGE%_%DESIRED_PYTHON%%PACKAGE_SUFFIX%
+if not defined PACKAGE_SUFFIX (
+    set PUBLISH_BRANCH=vision_%PACKAGE%_%DESIRED_PYTHON%
+) else (
+    set PUBLISH_BRANCH=vision_%PACKAGE%_%DESIRED_PYTHON%%PACKAGE_SUFFIX%
+)
 
 git clone %ARTIFACT_REPO_URL% -b %PUBLISH_BRANCH% --single-branch >nul 2>&1
 
diff --git a/packaging/windows/cuda100.bat b/packaging/windows/old/cuda100.bat
similarity index 100%
rename from packaging/windows/cuda100.bat
rename to packaging/windows/old/cuda100.bat
diff --git a/packaging/windows/templates/build_task.yml b/packaging/windows/templates/build_task.yml
index e0008bd6766..e595662d313 100644
--- a/packaging/windows/templates/build_task.yml
+++ b/packaging/windows/templates/build_task.yml
@@ -65,15 +65,15 @@ jobs:
         PY3.7_92:
           DESIRED_PYTHON: 3.7
           CUDA_VERSION: 92
-        PY3.5_100:
+        PY3.5_101:
           DESIRED_PYTHON: 3.5
-          CUDA_VERSION: 100
-        PY3.6_100:
+          CUDA_VERSION: 101
+        PY3.6_101:
           DESIRED_PYTHON: 3.6
-          CUDA_VERSION: 100
-        PY3.7_100:
+          CUDA_VERSION: 101
+        PY3.7_101:
           DESIRED_PYTHON: 3.7
-          CUDA_VERSION: 100
+          CUDA_VERSION: 101
 
   pool:
     ${{ if eq(parameters.msagent, 'true') }}: