diff --git a/tests/metrics/machine_learning/README.md b/tests/metrics/machine_learning/README.md
index 8c62b1566f..66d15b0595 100644
--- a/tests/metrics/machine_learning/README.md
+++ b/tests/metrics/machine_learning/README.md
@@ -3,7 +3,10 @@
 Kata Containers provides a series of performance tests using the
 TensorFlow reference benchmarks (tf_cnn_benchmarks).
 The tf_cnn_benchmarks containers TensorFlow implementations of several
-popular convolutional models.
+popular convolutional models https://github.com/tensorflow/benchmarks/tree/master/scripts/tf_cnn_benchmarks.
+
+Currently the TensorFlow benchmark on Kata Containers includes test for
+the `AxelNet` and `ResNet50` models.
 
 ## Running the test
 
@@ -15,9 +18,9 @@ $ ./tensorflow.sh 25 60
 ```
 # Kata Containers Pytorch Metrics
 
-Kata Containers provides a series of performance tests using Pytorch
-benchmarks based on a suite of Python high performance computing
-benchmarks.
+Based on a suite of Python high performance computing benchmarks that
+uses various popular Python HPC libraries using Python
+ https://github.com/dionhaefner/pyhpc-benchmarks.
 
 ## Running the Pytorch test