Merge pull request #1099 from run-ai/template-image-218

Merge pull request #1098 from run-ai/small-changes

docs/home/overview.md

@@ -60,7 +60,6 @@ The following images are used throughout the documentation:
 | [runai.jfrog.io/demo/quickstart](https://runai.jfrog.io/artifactory/demo/quickstart){target=_blank} | Basic training image. Multi-GPU support | [https://github.com/run-ai/docs/tree/master/quickstart/main](https://github.com/run-ai/docs/tree/master/quickstart/main){target=_blank} | 
 | [runai.jfrog.io/demo/quickstart-distributed](https://runai.jfrog.io/artifactory/demo/quickstart-distributed){target=_blank} | Distributed training using MPI and Horovod | [https://github.com/run-ai/docs/tree/master/quickstart/distributed](https://github.com/run-ai/docs/tree/master/quickstart/distributed){target=_blank} | 
 | [zembutsu/docker-sample-nginx](https://hub.docker.com/r/zembutsu/docker-sample-nginx) | Build (interactive) with Connected Ports | [https://github.com/zembutsu/docker-sample-nginx](https://github.com/zembutsu/docker-sample-nginx){target=_blank} | 
-| [runai.jfrog.io/demo/quickstart-hpo](https://runai.jfrog.io/artifactory/demo/quickstart-hpo) |  Hyperparameter Optimization  |[https://github.com/run-ai/docs/tree/master/quickstart/hpo](https://github.com/run-ai/docs/tree/master/quickstart/hpo){target=_blank} | 
 | [runai.jfrog.io/demo/quickstart-x-forwarding](https://runai.jfrog.io/artifactory/demo/quickstart-x-forwarding){target=_blank} | Use X11 forwarding from Docker image | [https://github.com/run-ai/docs/tree/master/quickstart/x-forwarding](https://github.com/run-ai/docs/tree/master/quickstart/x-forwarding){target=_blank} | 
 | [runai.jfrog.io/demo/pycharm-demo](https://runai.jfrog.io/artifactory/demo/pycharm-demo){target=_blank} | Image used for tool integration (PyCharm and VSCode) | [https://github.com/run-ai/docs/tree/master/quickstart/python%2Bssh](https://github.com/run-ai/docs/tree/master/quickstart/python%2Bssh){target=_blank} |
 | [runai.jfrog.io/demo/example-triton-client](https://runai.jfrog.io/artifactory/demo/example-triton-client){target=_blank} and  [runai.jfrog.io/demo/example-triton-server](https://runai.jfrog.io/artifactory/demo/example-triton-server){target=_blank} |  Basic Inference | [https://github.com/run-ai/models/tree/main/models/triton](https://github.com/run-ai/models/tree/main/models/triton){target=_blank} |