DL4J: Adding the dl4j-mnist-single-layer docker pull badge and links to the README and README-details pages

Author: neomatrix369

README-details.md

@@ -22,6 +22,10 @@
 
 ### Java
 
+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)
+
+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) 
+
 #### Business / General / Semi-technical
 
   - [Extract business value from DS](https://www.forbes.com/sites/oracle/2018/12/05/how-to-extract-business-value-from-data-science-its-all-about-the-teamwork/#6ad2f23a651c) ([Tweet](https://twitter.com/java/status/1070610044926930944))
@@ -381,6 +385,7 @@ data visualisation. Magic from spreadsheets. Next-level storytelling. Embed on y
     - [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)
 
 ### Notebooks
   - Apache Zeppelin notes

README.md

@@ -4,7 +4,8 @@ Better NLP: [![Better NLP](https://img.shields.io/docker/pulls/neomatrix369/bett
 
 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)
 
-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) | Zeppelin: [![Zeppelin](https://img.shields.io/docker/pulls/neomatrix369/zeppelin.svg)](https://hub.docker.com/r/neomatrix369/zeppelin) 
+
+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)
 
 ---
 

examples/cloud-devops-infra/valohai/MLPMnist/README.md

@@ -1,5 +1,9 @@
 # MLPMNist Single Layer
 
+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)
+
+---
+
 Open built-in Terminal from the Android Studio or IntelliJ IDEA. 
 If you prefer, use the terminal app on your computer.
 In the terminal window, `cd` to the project root directory `MLPMnist` if not already in.
@@ -34,21 +38,29 @@ mvn package -Djavacpp.platform=windows-x86_64
 ### Run app local
 
 ```
-./runMLPMnist.sh
+./runMLPMnist.sh --action train --output-dir /path/to/model/creation/folder
 ```
 
-### Run app in docker container
+followed by
 
 ```
-./runDockerContainer.sh
+./runMLPMnist.sh --action evaluate --output-dir /path/to/model/folder
 ```
 
-At the prompt in the container:
+Model file created and seeked for in the respective cases, is called `mlpmnist-single-layer.pb`.
+
+### Run app in docker container
 
 ```
-./runMLPMnist.sh
+./runDockerContainer.sh
 ```
 
+At the prompt in the container, do the same as mentioned in section [Run app local](#run-app-local).
+
 ## Credits
 
-This example has been inspired by the [MLPMNist example](https://github.com/deeplearning4j/dl4j-examples/tree/master/dl4j-examples/src/main/java/org/deeplearning4j/examples/feedforward/mnist) example from DL4J. Credits to the original authors of this example on https://github.com/deeplearning4j/dl4j-examples.
+This example has been inspired by the [MLPMNist example](https://github.com/deeplearning4j/dl4j-examples/tree/master/dl4j-examples/src/main/java/org/deeplearning4j/examples/feedforward/mnist) example from DL4J. Credits to the original authors of this example on https://github.com/deeplearning4j/dl4j-examples.
+
+---
+
+Back to [main page (table of contents)](../../../../README.md#awesome-ai-ml-dl-)