diff --git a/TensorFlow/Classification/ConvNets/Dockerfile b/TensorFlow/Classification/ConvNets/Dockerfile
index 3cc4bcc6..c122cd2f 100644
--- a/TensorFlow/Classification/ConvNets/Dockerfile
+++ b/TensorFlow/Classification/ConvNets/Dockerfile
@@ -1,30 +1,10 @@
 ARG FROM_IMAGE_NAME=nvcr.io/nvidia/tensorflow:20.12-tf1-py3
-ARG TRITON_CLIENT_IMAGE_NAME=nvcr.io/nvidia/tritonserver:20.12-py3-sdk
-FROM ${TRITON_CLIENT_IMAGE_NAME} as triton-client
 FROM ${FROM_IMAGE_NAME}
 
-# Install perf_client required library
-RUN apt-get update && \
-    apt-get install -y libb64-dev libb64-0d && \
-    apt-get clean && \
-    rm -rf /var/lib/apt/lists/*
-
-# Install Triton Client PythonAPI and copy Perf Client
-COPY --from=triton-client /workspace/install/ /workspace/install/
-ENV LD_LIBRARY_PATH /workspace/install/lib:${LD_LIBRARY_PATH}
-RUN find /workspace/install/python/ -iname triton*manylinux*.whl -exec pip install {}[all] \;
-
-# Setup environmnent variables to access Triton Client lib and bin
-ENV PATH /workspace/install/bin:${PATH}
-
 ENV PYTHONPATH /workspace/rn50v15_tf
 WORKDIR /workspace/rn50v15_tf
 
-RUN pip uninstall -y typing
-
 ADD requirements.txt .
-ADD triton/requirements.txt triton/requirements.txt
 RUN pip install -r requirements.txt
-RUN pip install -r triton/requirements.txt
 
 ADD . .
diff --git a/TensorFlow/Classification/ConvNets/Dockerfile.inference b/TensorFlow/Classification/ConvNets/Dockerfile.inference
new file mode 100644
index 00000000..3cc4bcc6
--- /dev/null
+++ b/TensorFlow/Classification/ConvNets/Dockerfile.inference
@@ -0,0 +1,30 @@
+ARG FROM_IMAGE_NAME=nvcr.io/nvidia/tensorflow:20.12-tf1-py3
+ARG TRITON_CLIENT_IMAGE_NAME=nvcr.io/nvidia/tritonserver:20.12-py3-sdk
+FROM ${TRITON_CLIENT_IMAGE_NAME} as triton-client
+FROM ${FROM_IMAGE_NAME}
+
+# Install perf_client required library
+RUN apt-get update && \
+    apt-get install -y libb64-dev libb64-0d && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+# Install Triton Client PythonAPI and copy Perf Client
+COPY --from=triton-client /workspace/install/ /workspace/install/
+ENV LD_LIBRARY_PATH /workspace/install/lib:${LD_LIBRARY_PATH}
+RUN find /workspace/install/python/ -iname triton*manylinux*.whl -exec pip install {}[all] \;
+
+# Setup environmnent variables to access Triton Client lib and bin
+ENV PATH /workspace/install/bin:${PATH}
+
+ENV PYTHONPATH /workspace/rn50v15_tf
+WORKDIR /workspace/rn50v15_tf
+
+RUN pip uninstall -y typing
+
+ADD requirements.txt .
+ADD triton/requirements.txt triton/requirements.txt
+RUN pip install -r requirements.txt
+RUN pip install -r triton/requirements.txt
+
+ADD . .
diff --git a/TensorFlow/Classification/ConvNets/triton/scripts/docker/build.sh b/TensorFlow/Classification/ConvNets/triton/scripts/docker/build.sh
index 8824899c..12ea481b 100755
--- a/TensorFlow/Classification/ConvNets/triton/scripts/docker/build.sh
+++ b/TensorFlow/Classification/ConvNets/triton/scripts/docker/build.sh
@@ -13,4 +13,4 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-docker build -t resnet50 . -f Dockerfile
+docker build -t resnet50 . -f Dockerfile.inference