diff --git a/.gitignore b/.gitignore
index 2a76c1e..24d0e66 100644
--- a/.gitignore
+++ b/.gitignore
@@ -12,4 +12,5 @@
 !mathlib
 !models
 !nnlib
-!utils
\ No newline at end of file
+!utils
+!Dockerfile*
diff --git a/Dockerfile.cpu b/Dockerfile.cpu
new file mode 100644
index 0000000..d477c13
--- /dev/null
+++ b/Dockerfile.cpu
@@ -0,0 +1,14 @@
+FROM tensorflow/tensorflow:latest-py3
+
+RUN apt-get update -qq -y \
+ && apt-get install -y libsm6 libxrender1 libxext-dev python3-tk\
+ && apt-get install -y git \
+ && apt-get clean \
+ && rm -rf /var/lib/apt/lists/*
+
+COPY requirements-cpu-docker.txt /opt/
+RUN pip3 install cmake
+RUN pip3 --no-cache-dir install -r /opt/requirements-cpu-docker.txt && rm /opt/requirements-cpu-docker.txt
+
+WORKDIR "/notebooks"
+CMD ["/run_jupyter.sh", "--allow-root"]