diff --git a/pkg/apis/config/v1alpha4/types.go b/pkg/apis/config/v1alpha4/types.go
index 308a6853b8..8ac93a1944 100644
--- a/pkg/apis/config/v1alpha4/types.go
+++ b/pkg/apis/config/v1alpha4/types.go
@@ -118,6 +118,10 @@ type Node struct {
 	// binded to a host Port
 	ExtraPortMappings []PortMapping `yaml:"extraPortMappings,omitempty" json:"extraPortMappings,omitempty"`
 
+	// GPUs allows to access GPU devices from the kind node. Setting this to
+	// "all" will pass all the available GPUs to the kind node.
+	Gpus string `yaml:"gpus,omitempty" json:"gpus,omitempty"`
+
 	// KubeadmConfigPatches are applied to the generated kubeadm config as
 	// merge patches. The `kind` field must match the target object, and
 	// if `apiVersion` is specified it will only be applied to matching objects.
diff --git a/pkg/cluster/internal/providers/docker/provision.go b/pkg/cluster/internal/providers/docker/provision.go
index 6c644a3651..0969f21f82 100644
--- a/pkg/cluster/internal/providers/docker/provision.go
+++ b/pkg/cluster/internal/providers/docker/provision.go
@@ -255,6 +255,10 @@ func runArgsForNode(node *config.Node, clusterIPFamily config.ClusterIPFamily, n
 		args = append(args, "-e", "KUBECONFIG=/etc/kubernetes/admin.conf")
 	}
 
+	if len(node.Gpus) > 0 {
+		args = append(args, fmt.Sprintf("--gpus=%v", node.Gpus))
+	}
+
 	// finally, specify the image to run
 	return append(args, node.Image), nil
 }
diff --git a/pkg/internal/apis/config/convert_v1alpha4.go b/pkg/internal/apis/config/convert_v1alpha4.go
index 2df4b75138..ed934817dd 100644
--- a/pkg/internal/apis/config/convert_v1alpha4.go
+++ b/pkg/internal/apis/config/convert_v1alpha4.go
@@ -56,6 +56,7 @@ func convertv1alpha4Node(in *v1alpha4.Node, out *Node) {
 	out.ExtraMounts = make([]Mount, len(in.ExtraMounts))
 	out.ExtraPortMappings = make([]PortMapping, len(in.ExtraPortMappings))
 	out.KubeadmConfigPatchesJSON6902 = make([]PatchJSON6902, len(in.KubeadmConfigPatchesJSON6902))
+	out.Gpus = in.Gpus
 
 	for i := range in.ExtraMounts {
 		convertv1alpha4Mount(&in.ExtraMounts[i], &out.ExtraMounts[i])
diff --git a/pkg/internal/apis/config/types.go b/pkg/internal/apis/config/types.go
index fed3000798..81067ae224 100644
--- a/pkg/internal/apis/config/types.go
+++ b/pkg/internal/apis/config/types.go
@@ -98,6 +98,10 @@ type Node struct {
 	// binded to a host Port
 	ExtraPortMappings []PortMapping
 
+	// GPUs allows to access GPU devices from the kind node. Setting this to
+	// "all" will pass all the available GPUs to the kind node.
+	Gpus string
+
 	// KubeadmConfigPatches are applied to the generated kubeadm config as
 	// strategic merge patches to `kustomize build` internally
 	// https://github.com/kubernetes/community/blob/a9cf5c8f3380bb52ebe57b1e2dbdec136d8dd484/contributors/devel/sig-api-machinery/strategic-merge-patch.md
diff --git a/site/content/docs/user/configuration.md b/site/content/docs/user/configuration.md
index 64bb6b5574..98afabaa88 100644
--- a/site/content/docs/user/configuration.md
+++ b/site/content/docs/user/configuration.md
@@ -285,6 +285,20 @@ nodes:
 
 **Note**: Kubernetes versions are expressed as x.y.z, where x is the major version, y is the minor version, and z is the patch version, following [Semantic Versioning](https://semver.org/) terminology. For more information, see [Kubernetes Release Versioning.](https://github.com/kubernetes/sig-release/blob/master/release-engineering/versioning.md#kubernetes-release-versioning)
 
+### GPU Support
+
+Kind nodes can utilize GPUs by setting the following:
+{{< codeFromInline lang="yaml" >}}
+kind: Cluster
+apiVersion: kind.x-k8s.io/v1alpha4
+nodes:
+- role: control-plane
+  gpus: all
+{{< /codeFromInline >}}
+
+As a pre-requisite you need to have installed the
+[NVIDIA Container Toolkit](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html).
+
 ### Extra Mounts
 
 Extra mounts can be used to pass through storage on the host to a kind node