diff --git a/test/scripts/v1alpha3/run-suggestion-tpe.sh b/test/scripts/v1alpha3/run-suggestion-tpe.sh
new file mode 100755
index 00000000000..9d041f98fe5
--- /dev/null
+++ b/test/scripts/v1alpha3/run-suggestion-tpe.sh
@@ -0,0 +1,64 @@
+#!/bin/bash
+
+# Copyright 2018 The Kubernetes Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# This shell script is used to build a cluster and create a namespace from our
+# argo workflow
+
+set -o errexit
+set -o nounset
+set -o pipefail
+
+CLUSTER_NAME="${CLUSTER_NAME}"
+ZONE="${GCP_ZONE}"
+PROJECT="${GCP_PROJECT}"
+NAMESPACE="${DEPLOY_NAMESPACE}"
+REGISTRY="${GCP_REGISTRY}"
+GO_DIR=${GOPATH}/src/github.com/${REPO_OWNER}/${REPO_NAME}
+
+echo "Activating service-account"
+gcloud auth activate-service-account --key-file=${GOOGLE_APPLICATION_CREDENTIALS}
+
+echo "Configuring kubectl"
+
+echo "CLUSTER_NAME: ${CLUSTER_NAME}"
+echo "ZONE: ${GCP_ZONE}"
+echo "PROJECT: ${GCP_PROJECT}"
+
+gcloud --project ${PROJECT} container clusters get-credentials ${CLUSTER_NAME} \
+  --zone ${ZONE}
+kubectl config set-context $(kubectl config current-context) --namespace=default
+USER=`gcloud config get-value account`
+
+echo "All Katib components are running."
+kubectl version
+kubectl cluster-info
+echo "Katib deployments"
+kubectl -n kubeflow get deploy
+echo "Katib services"
+kubectl -n kubeflow get svc
+echo "Katib pods"
+kubectl -n kubeflow get pod
+
+cd ${GO_DIR}/test/e2e/v1alpha3
+
+echo "Running e2e hyperopt tpe experiment"
+export KUBECONFIG=$HOME/.kube/config
+go run run-e2e-experiment.go ../../../examples/v1alpha3/tpe-example.yaml
+kubectl -n kubeflow describe suggestion
+kubectl -n kubeflow delete experiment tpe-example
+kubectl describe pods
+kubectl describe deploy
+exit 0
diff --git a/test/workflows/components/workflows-v1alpha3.libsonnet b/test/workflows/components/workflows-v1alpha3.libsonnet
index 65529f61aed..7accb229086 100644
--- a/test/workflows/components/workflows-v1alpha3.libsonnet
+++ b/test/workflows/components/workflows-v1alpha3.libsonnet
@@ -287,6 +287,10 @@
                     name: "run-hyperband-e2e-tests",
                     template: "run-hyperband-e2e-tests",
                   },
+                  {
+                    name: "run-tpe-e2e-tests",
+                    template: "run-tpe-e2e-tests",
+                  },
                 ],
               ],
             },
@@ -336,6 +340,9 @@
             $.parts(namespace, name, overrides).e2e(prow_env, bucket).buildTemplate("run-random-e2e-tests", testWorkerImage, [
               "test/scripts/v1alpha3/run-suggestion-random.sh",
             ]),  // run random algorithm
+            $.parts(namespace, name, overrides).e2e(prow_env, bucket).buildTemplate("run-tpe-e2e-tests", testWorkerImage, [
+              "test/scripts/v1alpha3/run-suggestion-tpe.sh",
+            ]),  // run tpe algorithm
             $.parts(namespace, name, overrides).e2e(prow_env, bucket).buildTemplate("run-hyperband-e2e-tests", testWorkerImage, [
               "test/scripts/v1alpha3/run-suggestion-hyperband.sh",
             ]),  // run hyperband algorithm