diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 025e491a5bc..c88469ae436 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -30,8 +30,11 @@ jobs:
       - name: run Notebooks
         run: |
           cd djl_tmp/jupyter
-          rm -rf d2l-java
           bash test_notebook.sh
+      - name: add mybinder link
+        run: |
+          cd djl_tmp
+          python3 tools/scripts/add_online_runner.py
       - name: build docs
         run: |
           cd djl_tmp/docs
diff --git a/apt.txt b/apt.txt
new file mode 100644
index 00000000000..7083f85c374
--- /dev/null
+++ b/apt.txt
@@ -0,0 +1 @@
+openjdk-11-jdk
diff --git a/jupyter/README.md b/jupyter/README.md
index 416408cce12..b68f384113b 100644
--- a/jupyter/README.md
+++ b/jupyter/README.md
@@ -14,6 +14,8 @@ This folder contains tutorials that illustrate how to accomplish basic AI tasks
 - [Transfer learning example](transfer_learning_on_cifar10.ipynb)
 - [Question answering example](BERTQA.ipynb)
 
+You can run our notebook online: [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/awslabs/djl/master?filepath=jupyter)
+
 ## Setup
 
 ### JDK 11 (not jre)
diff --git a/postBuild b/postBuild
new file mode 100644
index 00000000000..f6102a6bf5f
--- /dev/null
+++ b/postBuild
@@ -0,0 +1,5 @@
+git clone https://github.com/frankfliu/IJava.git
+cd IJava/
+./gradlew installKernel
+cd ..
+rm -rf Ijava/ ~/.gradle
diff --git a/tools/scripts/Dockerfile.gpu b/tools/scripts/Dockerfile.gpu
deleted file mode 100644
index 2a37189d1ca..00000000000
--- a/tools/scripts/Dockerfile.gpu
+++ /dev/null
@@ -1,6 +0,0 @@
-FROM nvidia/cuda:10.1-runtime-ubuntu16.04
-RUN apt-get update || true
-RUN apt-get install -y wget unzip openjdk-8-jdk-headless
-RUN apt-get install -y python3-pip
-RUN pip3 install mxnet-cu101mkl
-ENV export LD_LIBRARY_PATH=/usr/local/lib/python3.5/dist-packages/mxnet/:$LD_LIBRARY_PATH
diff --git a/tools/scripts/add_online_runner.py b/tools/scripts/add_online_runner.py
new file mode 100644
index 00000000000..fa04a21ba28
--- /dev/null
+++ b/tools/scripts/add_online_runner.py
@@ -0,0 +1,13 @@
+from pathlib import Path
+import glob, json
+
+constructor = {"cell_type": "markdown", "metadata": {}}
+prefix = "Run this notebook online:[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/awslabs/djl/master?filepath="
+
+for file in Path('.').glob('**/*.ipynb'):
+    with open(file, mode= "r", encoding= "utf-8") as f:
+        data = json.loads(f.read())
+    with open(file, 'w') as writer:
+        constructor["source"] = [prefix + str(file) + ")"]
+        data["cells"].insert(0, constructor)
+        writer.write(json.dumps(data))
diff --git a/tools/scripts/create_with_nvidia_docker.sh b/tools/scripts/create_with_nvidia_docker.sh
deleted file mode 100644
index c55efa87ba0..00000000000
--- a/tools/scripts/create_with_nvidia_docker.sh
+++ /dev/null
@@ -1,16 +0,0 @@
-#!/usr/bin/env bash
-# Install Docker
-apt-get update
-apt-get install -y apt-transport-https ca-certificates curl software-properties-common
-curl -fsSL https://download.docker.com/linux/ubuntu/gpg | apt-key add -
-add-apt-repository "deb [arch=amd64] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable"
-apt-get update
-apt-get install docker-ce
-# Install NVIDIA docker
-curl -s -L https://nvidia.github.io/nvidia-docker/gpgkey | \
-apt-key add distribution=$(. /etc/os-release;echo $ID$VERSION_ID)
-curl -s -L https://nvidia.github.io/nvidia-docker/$distribution/nvidia-docker.list | \
-tee /etc/apt/sources.list.d/nvidia-docker.list
-apt-get update
-apt-get install -y nvidia-docker2
-pkill -SIGHUP dockerd