diff --git a/README.md b/README.md
index bf451355171c0f87fbeb37c9f716c01c1fbd5bf4..bffe7da11ecd8579c7fde8f02837c05033a9c9a8 100644
--- a/README.md
+++ b/README.md
@@ -39,6 +39,7 @@ The application codes that constitute the UEABS are:
 - [Quantum Espresso](#espresso)
 - [SHOC](#shoc)
 - [SPECFEM3D](#specfem3d)
+- [TensorFlow](#tensorflow)
 
 # ALYA <a name="alya"></a>
 
@@ -327,4 +328,18 @@ In many geological models in the context of seismic wave propagation studies (ex
 - Run instructions: https://repository.prace-ri.eu/git/UEABS/ueabs/blob/r2.1-dev/specfem3d/README.md
 
 
+# TensorFlow <a name="tensorflow"></a>
+
+TensorFlow (https://www.tensorflow.org) is a popular open-source library for symbolic math and linear algebra, with particular optimization for neural-networks-based machine learning workflow. Maintained by Google, it is widely used for research and production in both the academia and the industry. 
+
+TensorFlow supports a wide variety of hardware platforms (CPUs, GPUs, TPUs), and can be scaled up to utilize multiple compute devices on a single or multiple compute nodes. The main objective of this benchmark is to profile the scaling behavior of TensorFlow on different hardware, and thereby provide a reference baseline of its performance for different sizes of applications.
+
+There are many open-source datasets available for benchmarking TensorFlow, such as `mnist`, `fashion_mnist`, `cifar`, `imagenet`, and so on. This benchmark suite, however, would like to focus on a scientific research use case. `DeepGalaxy` is a code built with TensorFlow, which uses deep neural network to classify galaxy mergers in the Universe, observed by the Hubble Space Telescope and the Sloan Digital Sky Survey.  
+
+- Website: https://github.com/maxwelltsai/DeepGalaxy
+- Code download: https://github.com/maxwelltsai/DeepGalaxy
+- [Prerequisites installation](#prerequisites-installation)
+- [Test Case A](Testcase_A/README.md)
+- [Test Case B](Testcase_B/README.md)
+- [Test Case C](Testcase_C/README.md)