diff --git a/tests/metrics/machine_learning/resnet50_fp32_dockerfile/Dockerfile b/tests/metrics/machine_learning/resnet50_fp32_dockerfile/Dockerfile
new file mode 100644
index 0000000000..a0e7964560
--- /dev/null
+++ b/tests/metrics/machine_learning/resnet50_fp32_dockerfile/Dockerfile
@@ -0,0 +1,21 @@
+# Copyright (c) 2023 Intel Corporation
+#
+# SPDX-License-Identifier: Apache-2.0
+
+# Usage: FROM [image name]
+FROM ubuntu:20.04
+
+ENV DEBIAN_FRONTEND=noninteractive
+
+# Version of the Dockerfile
+LABEL DOCKERFILE_VERSION="1.0"
+
+RUN apt-get update && \
+	apt-get install -y --no-install-recommends wget nano curl build-essential git && \
+	apt-get install -y python3.8  python3-pip && \
+	pip install --no-cache-dir intel-tensorflow-avx512==2.8.0 && \
+	pip install --no-cache-dir protobuf==3.20.* && \
+	wget -q https://storage.googleapis.com/intel-optimized-tensorflow/models/v1_8/resnet50_fp32_pretrained_model.pb && \
+	git clone https://github.com/IntelAI/models.git
+
+CMD ["/bin/bash"]