diff --git a/docker/cuda/7.5/Dockerfile b/docker/cuda/7.5/Dockerfile
new file mode 100644
index 000000000000..ff0b0bbb2cd6
--- /dev/null
+++ b/docker/cuda/7.5/Dockerfile
@@ -0,0 +1,25 @@
+FROM nvidia/cuda:7.5-cudnn5-devel
+MAINTAINER Qingsong Liu <liuqs.ustc@gmail.com>
+
+RUN apt-get update && apt-get install -y \
+  git \
+  libopenblas-dev \
+  libopencv-dev \
+  python-dev \
+  python-numpy \
+  python-setuptools \
+  wget \
+  python-pip \
+  unzip
+
+RUN cd /root && git clone --recursive https://github.com/dmlc/mxnet && cd mxnet && \
+  cp make/config.mk . && \
+  sed -i 's/USE_BLAS = atlas/USE_BLAS = openblas/g' config.mk && \
+  sed -i 's/USE_CUDA = 0/USE_CUDA = 1/g' config.mk && \
+  sed -i 's/USE_CUDA_PATH = NONE/USE_CUDA_PATH = \/usr\/local\/cuda/g' config.mk && \
+  sed -i 's/USE_CUDNN = 0/USE_CUDNN = 1/g' config.mk && \
+  make -j"$(nproc)"
+
+ENV PYTHONPATH /root/mxnet/python
+
+WORKDIR /root/mxnet
diff --git a/docker/cuda/8.0/Dockerfile b/docker/cuda/8.0/Dockerfile
new file mode 100644
index 000000000000..c67375576f03
--- /dev/null
+++ b/docker/cuda/8.0/Dockerfile
@@ -0,0 +1,25 @@
+FROM nvidia/cuda:8.0-cudnn5-devel
+MAINTAINER Qingsong Liu <liuqs.ustc@gmail.com>
+
+RUN apt-get update && apt-get install -y \
+  git \
+  libopenblas-dev \
+  libopencv-dev \
+  python-dev \
+  python-numpy \
+  python-setuptools \
+  wget \
+  python-pip \
+  unzip
+
+RUN cd /root && git clone --recursive https://github.com/dmlc/mxnet && cd mxnet && \
+  cp make/config.mk . && \
+  sed -i 's/USE_BLAS = atlas/USE_BLAS = openblas/g' config.mk && \
+  sed -i 's/USE_CUDA = 0/USE_CUDA = 1/g' config.mk && \
+  sed -i 's/USE_CUDA_PATH = NONE/USE_CUDA_PATH = \/usr\/local\/cuda/g' config.mk && \
+  sed -i 's/USE_CUDNN = 0/USE_CUDNN = 1/g' config.mk && \
+  make -j"$(nproc)"
+
+ENV PYTHONPATH /root/mxnet/python
+
+WORKDIR /root/mxnet
diff --git a/docker/cuda/Dockerfile b/docker/cuda/Dockerfile
deleted file mode 100644
index fff84352bf16..000000000000
--- a/docker/cuda/Dockerfile
+++ /dev/null
@@ -1,17 +0,0 @@
-FROM nvidia/cuda:7.5-cudnn4-devel
-MAINTAINER Mu Li <muli@cs.cmu.edu>
-
-# install the core library
-RUN apt-get update && apt-get install -y build-essential git libopenblas-dev libopencv-dev
-RUN git clone --recursive https://github.com/dmlc/mxnet/ && cd mxnet && \
-    cp make/config.mk . && \
-    echo "USE_CUDA=1" >>config.mk && \
-    echo "USE_CUDA_PATH=/usr/local/cuda" >>config.mk && \
-    echo "USE_CUDNN=1" >>config.mk && \
-    echo "USE_BLAS=openblas" >>config.mk && \
-    make -j$(nproc) ADD_LDFLAGS=-L/usr/local/cuda/lib64/stubs
-ENV LD_LIBRARY_PATH /usr/local/cuda/lib64:$LD_LIBRARY_PATH 
-
-# python pakcage
-RUN apt-get install -y python-numpy wget unzip
-ENV PYTHONPATH /mxnet/python