diff --git a/ci/build_wheel.sh b/ci/build_wheel.sh
index d57ea5bc..dce413cc 100755
--- a/ci/build_wheel.sh
+++ b/ci/build_wheel.sh
@@ -7,12 +7,10 @@ source rapids-configure-sccache
 source rapids-date-string
 
 package_name=dask-cuda
-package_dir="pip/${package_name}"
 version=$(rapids-generate-version)
 
-sed -i "s/^version = .*/version = \"${version}\"/g" "${package_dir}/pyproject.toml"
+sed -i "s/^version = .*/version = \"${version}\"/g" "pyproject.toml"
 
-cd "${package_dir}"
 python -m pip wheel . -w dist -vvv --no-deps --disable-pip-version-check
 
 RAPIDS_PY_WHEEL_NAME="${package_name}" rapids-upload-wheels-to-s3 dist