diff --git a/mxnet/mxnet-engine/README.md b/mxnet/mxnet-engine/README.md
index e83190744a3..27047c248cd 100644
--- a/mxnet/mxnet-engine/README.md
+++ b/mxnet/mxnet-engine/README.md
@@ -4,7 +4,10 @@
 
 This module contains the MXNet implementation of the Deep Java Library (DJL) EngineProvider.
 
-We don't recommend that developers use classes in this module directly. Use of these classes will couple your code with MXNet and make switching between engines difficult. Even so, developers are not restricted from using engine-specific features. For more information, see [NDManager#invoke()](https://javadoc.io/static/ai.djl/api/0.6.0/ai/djl/ndarray/NDManager.html#invoke-java.lang.String-ai.djl.ndarray.NDList-ai.djl.ndarray.NDList-ai.djl.util.PairList-).
+We don't recommend that developers use classes in this module directly. Use of these classes
+will couple your code with MXNet and make switching between engines difficult. Even so,
+developers are not restricted from using engine-specific features. For more information,
+see [NDManager#invoke()](https://javadoc.io/static/ai.djl/api/0.6.0/ai/djl/ndarray/NDManager.html#invoke-java.lang.String-ai.djl.ndarray.NDArray:A-ai.djl.ndarray.NDArray:A-ai.djl.util.PairList-).
 
 ## Documentation
 
diff --git a/pytorch/pytorch-engine/README.md b/pytorch/pytorch-engine/README.md
index e9263d94717..e9dc8371c3a 100644
--- a/pytorch/pytorch-engine/README.md
+++ b/pytorch/pytorch-engine/README.md
@@ -5,8 +5,6 @@ This module contains the PyTorch implementation of the Deep Java Library (DJL) E
 
 We don't recommend that developers use classes in this module directly.
 Use of these classes will couple your code with PyTorch and make switching between frameworks difficult.
-Even so, developers are not restricted from using engine-specific features.
-For more information, see [NDManager#invoke()](https://javadoc.io/static/ai.djl/api/0.6.0/ai/djl/ndarray/NDManager.html#invoke-java.lang.String-ai.djl.ndarray.NDList-ai.djl.ndarray.NDList-ai.djl.util.PairList-).
 
 ## Documentation
 
diff --git a/tensorflow/tensorflow-engine/README.md b/tensorflow/tensorflow-engine/README.md
index 8f8b15a7db1..2d25d1931b9 100644
--- a/tensorflow/tensorflow-engine/README.md
+++ b/tensorflow/tensorflow-engine/README.md
@@ -1,12 +1,13 @@
-# DJL - Tensorflow engine implementation
+# DJL - TensorFlow engine implementation
 
 ## Overview
 
-This module contains the Tensorflow implementation of the Deep Java Library (DJL) EngineProvider.
+This module contains the TensorFlow implementation of the Deep Java Library (DJL) EngineProvider.
 
-We don't recommend that developers use classes in this module directly. Use of these classes will couple your code with TensorFlow and make switching between frameworks difficult. Even so, developers are not restricted from using engine-specific features. For more information, see [NDManager#invoke()](https://javadoc.io/static/ai.djl/api/0.6.0/ai/djl/ndarray/NDManager.html#invoke-java.lang.String-ai.djl.ndarray.NDList-ai.djl.ndarray.NDList-ai.djl.util.PairList-).
+We don't recommend that developers use classes in this module directly. Use of these classes will
+couple your code with TensorFlow and make switching between frameworks difficult.
 
-**Currently Windows platform and training is not supported.**
+**Currently training is not supported.**
 
 ## Documentation