diff --git a/docker/llm/inference/cpu/docker/Dockerfile b/docker/llm/inference/cpu/docker/Dockerfile
index 4cc05c2d..f39a008e 100644
--- a/docker/llm/inference/cpu/docker/Dockerfile
+++ b/docker/llm/inference/cpu/docker/Dockerfile
@@ -4,6 +4,10 @@ ARG http_proxy
 ARG https_proxy
 ARG PIP_NO_CACHE_DIR=false
 
+ENV PYTHONUNBUFFERED=1
+
+ADD ./start-notebook.sh /llm/start-notebook.sh
+
 # Install PYTHON 3.9
 RUN env DEBIAN_FRONTEND=noninteractive apt-get update && \
     apt install software-properties-common libunwind8-dev vim less -y && \
@@ -21,9 +25,13 @@ RUN env DEBIAN_FRONTEND=noninteractive apt-get update && \
     pip3 install --no-cache-dir --upgrade torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu && \
     pip install --pre --upgrade bigdl-llm[all] && \
     pip install --pre --upgrade bigdl-nano && \
+# Download bigdl-llm-tutorial
+    cd /llm && \
+    pip install --upgrade jupyterlab && \
+    git clone https://github.com/intel-analytics/bigdl-llm-tutorial && \
+    chmod +x /llm/start-notebook.sh && \
 # Download chat.py script
     pip install --upgrade colorama && \
-    wget -P /root https://raw.githubusercontent.com/intel-analytics/BigDL/main/python/llm/portable-zip/chat.py && \
-    export PYTHONUNBUFFERED=1
+    wget -P /llm https://raw.githubusercontent.com/intel-analytics/BigDL/main/python/llm/portable-zip/chat.py
 
 ENTRYPOINT ["/bin/bash"]
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diff --git a/docker/llm/inference/cpu/docker/README.md b/docker/llm/inference/cpu/docker/README.md
index 2712a9bd..5111a37e 100644
--- a/docker/llm/inference/cpu/docker/README.md
+++ b/docker/llm/inference/cpu/docker/README.md
@@ -35,7 +35,7 @@ To run inference using `BigDL-LLM` using cpu, you could refer to this [documenta
 
 ### Use chat.py
 
-chat.py can be used to initiate a conversation with a specified model. The file is under directory '/root'.
+chat.py can be used to initiate a conversation with a specified model. The file is under directory '/llm'.
 
 You can download models and bind the model directory from host machine to container when start a container.
 
@@ -58,11 +58,11 @@ sudo docker run -itd \
 
 After entering the container through `docker exec`, you can run chat.py by:
 ```bash
-cd /root
+cd /llm
 python chat.py --model-path YOUR_MODEL_PATH
 ```
 In the example above, it can be:
 ```bash
-cd /root
+cd /llm
 python chat.py --model-path /llm/models/MODEL_NAME
 ```
\ No newline at end of file
diff --git a/docker/llm/inference/cpu/docker/start-notebook.sh b/docker/llm/inference/cpu/docker/start-notebook.sh
new file mode 100644
index 00000000..f3aedda8
--- /dev/null
+++ b/docker/llm/inference/cpu/docker/start-notebook.sh
@@ -0,0 +1,32 @@
+#!/bin/bash
+
+#
+# Copyright 2016 The BigDL 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.
+#
+#set -x
+port=${port:-12345}
+token=${token:-""}
+
+while [ $# -gt 0 ]; do
+
+   if [[ $1 == *"--"* ]]; then
+        param="${1/--/}"
+        declare $param="$2"
+   fi
+
+  shift
+done
+
+jupyter-lab --notebook-dir=/llm/bigdl-llm-tutorial --ip=0.0.0.0 --port=$port --no-browser --NotebookApp.token=$token --allow-root
\ No newline at end of file