diff --git a/README-details.md b/README-details.md
index d7905d67..4d1bc8bb 100644
--- a/README-details.md
+++ b/README-details.md
@@ -108,7 +108,9 @@ See [Visualisation](visualisation.md#visualisation)
     - [Grakn](./examples/data/databases/graph/grakn/README.md)
   - [JuPyteR](./examples/JuPyteR/README.md)
   - [NLP Java/JVM](./examples/nlp-java-jvm/README.md)
-  - [MLPMNist using DL4J](./examples/cloud-devops-infra/valohai/MLPMnist/README.md)
+  - [Cloud/DevOps/Infra](./examples/cloud-devops-infra)
+    - [MLPMNist using DL4J](./examples/cloud-devops-infra/valohai/MLPMnist/README.md)
+    - [NLP using DL4J (cuda)](./examples/cloud-devops-infra/valohai/nlp-cuda/README.md)
 
 ### Notebooks
 
diff --git a/README.md b/README.md
index 8a81361e..5a1a6b6e 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 Better NLP: [![Better NLP](https://img.shields.io/docker/pulls/neomatrix369/better-nlp.svg)](https://hub.docker.com/r/neomatrix369/better-nlp) 
 
-NLP Java: [![NLP Java](https://img.shields.io/docker/pulls/neomatrix369/nlp-java.svg)](https://hub.docker.com/r/neomatrix369/nlp-java) | NLP Clojure: [![NLP Clojure](https://img.shields.io/docker/pulls/neomatrix369/nlp-clojure.svg)](https://hub.docker.com/r/neomatrix369/nlp-clojure) | NLP Kotlin: [![NLP Kotlin](https://img.shields.io/docker/pulls/neomatrix369/nlp-kotlin.svg)](https://hub.docker.com/r/neomatrix369/nlp-kotlin) | NLP Scala: [![NLP Scala](https://img.shields.io/docker/pulls/neomatrix369/nlp-scala.svg)](https://hub.docker.com/r/neomatrix369/nlp-scala)
+NLP Java: [![NLP Java](https://img.shields.io/docker/pulls/neomatrix369/nlp-java.svg)](https://hub.docker.com/r/neomatrix369/nlp-java) | NLP Clojure: [![NLP Clojure](https://img.shields.io/docker/pulls/neomatrix369/nlp-clojure.svg)](https://hub.docker.com/r/neomatrix369/nlp-clojure) | NLP Kotlin: [![NLP Kotlin](https://img.shields.io/docker/pulls/neomatrix369/nlp-kotlin.svg)](https://hub.docker.com/r/neomatrix369/nlp-kotlin) | NLP Scala: [![NLP Scala](https://img.shields.io/docker/pulls/neomatrix369/nlp-scala.svg)](https://hub.docker.com/r/neomatrix369/nlp-scala) | NLP using DL4J (cuda) [![NLP using DL4J (cuda)](https://img.shields.io/docker/pulls/neomatrix369/dl4j-nlp-cuda.svg)](https://hub.docker.com/r/neomatrix369/dl4j-nlp-cuda)
 
 
 Dataiku DSS: [![Dataiku DSS](https://img.shields.io/docker/pulls/neomatrix369/dataiku-dss.svg)](https://hub.docker.com/r/neomatrix369/dataiku-dss) | Grakn: [![Grakn](https://img.shields.io/docker/pulls/neomatrix369/grakn.svg)](https://hub.docker.com/r/neomatrix369/grakn) | Jupyter-Java: [![Jupyter-Java](https://img.shields.io/docker/pulls/neomatrix369/jupyter-java.svg)](https://hub.docker.com/r/neomatrix369/jupyter-java) | MLPMNist using DL4J: [![MLPMNist using DL4J](https://img.shields.io/docker/pulls/neomatrix369/dl4j-mnist-single-layer.svg)](https://hub.docker.com/r/neomatrix369/dl4j-mnist-single-layer) | Zeppelin: [![Zeppelin](https://img.shields.io/docker/pulls/neomatrix369/zeppelin.svg)](https://hub.docker.com/r/neomatrix369/zeppelin)
diff --git a/examples/cloud-devops-infra/valohai/nlp-cuda/README.md b/examples/cloud-devops-infra/valohai/nlp-cuda/README.md
new file mode 100644
index 00000000..4537c51e
--- /dev/null
+++ b/examples/cloud-devops-infra/valohai/nlp-cuda/README.md
@@ -0,0 +1,11 @@
+# DL4J NLP examples
+
+[![NLP using DL4J (cuda)](https://img.shields.io/docker/pulls/neomatrix369/dl4j-nlp-cuda.svg)](https://hub.docker.com/r/neomatrix369/dl4j-nlp-cuda) [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0)
+
+---
+
+### Please find the working project at [Valohai's GitHub](https://github.com/valohai/) org, see repo [dl4j-nlp-cuda-example project on GitHub](https://github.com/valohai/dl4j-nlp-cuda-example)
+
+---
+
+Back to [main page (table of contents)](../../../../README.md#awesome-ai-ml-dl-)
\ No newline at end of file
diff --git a/natural-language-processing/README.md b/natural-language-processing/README.md
index 55875c20..352ef20a 100644
--- a/natural-language-processing/README.md
+++ b/natural-language-processing/README.md
@@ -2,7 +2,7 @@
 
 Better NLP: [![Better NLP](https://img.shields.io/docker/pulls/neomatrix369/better-nlp.svg)](https://hub.docker.com/r/neomatrix369/better-nlp) 
 
-NLP Java: [![NLP Java](https://img.shields.io/docker/pulls/neomatrix369/nlp-java.svg)](https://hub.docker.com/r/neomatrix369/nlp-java) | NLP Clojure: [![NLP Clojure](https://img.shields.io/docker/pulls/neomatrix369/nlp-clojure.svg)](https://hub.docker.com/r/neomatrix369/nlp-clojure) | NLP Kotlin: [![NLP Kotlin](https://img.shields.io/docker/pulls/neomatrix369/nlp-kotlin.svg)](https://hub.docker.com/r/neomatrix369/nlp-kotlin) | NLP Scala: [![NLP Scala](https://img.shields.io/docker/pulls/neomatrix369/nlp-scala.svg)](https://hub.docker.com/r/neomatrix369/nlp-scala)
+NLP Java: [![NLP Java](https://img.shields.io/docker/pulls/neomatrix369/nlp-java.svg)](https://hub.docker.com/r/neomatrix369/nlp-java) | NLP Clojure: [![NLP Clojure](https://img.shields.io/docker/pulls/neomatrix369/nlp-clojure.svg)](https://hub.docker.com/r/neomatrix369/nlp-clojure) | NLP Kotlin: [![NLP Kotlin](https://img.shields.io/docker/pulls/neomatrix369/nlp-kotlin.svg)](https://hub.docker.com/r/neomatrix369/nlp-kotlin) | NLP Scala: [![NLP Scala](https://img.shields.io/docker/pulls/neomatrix369/nlp-scala.svg)](https://hub.docker.com/r/neomatrix369/nlp-scala) | NLP using DL4J (cuda): [![NLP using DL4J (cuda)](https://img.shields.io/docker/pulls/neomatrix369/dl4j-nlp-cuda.svg)](https://hub.docker.com/r/neomatrix369/dl4j-nlp-cuda)
 
 ## General