2.2.0 Release Notes

D2iQ® Kaptain® version 2.2.0 was released on November 21st, 2022.

To get started with Kaptain, download and install the latest version of Kaptain.

Release Summary

This version of Kaptain includes new features for model inferencing, feature store, improved management of certificates, as well as security enhancements and bug fixes. For multi-cluster and edge environments, Kaptain 2.2 comes with guidance on deploying models. Additionally, security continues to be a priority as we address all critical vulnerabilities, test robustly in air-gapped environments, and follow zero trust standards.

Kaptain 2.2 supports Kubeflow 1.6.1, Kubernetes 1.24 and a new version of the Kaptain SDK, 1.3.x. For more information on SDK, see the Kaptain SDK documentation.

New features and capabilities

Multi-cluster deployment tutorials

This version of the documentation includes two tutorials on how to use Kaptain in a multi-cluster environment. The first multi-cluster example focuses on using Kaptain for Model Inferencing at the edge. The second offers guidance on how to Train and Deploy your Model on Different Clusters.

The advantages of these examples and other uses cases are highlighted in Multi-cluster deployment.

Feature Store Feast

Kaptain 2.2 comes pre-configured with Feast, an open source feature store that helps bridge the gap between training a model and running it on production data. In Kaptain, Feast is available in your Jupyter notebooks. Feast allows you to organize features from different data sources seamlessly and simultaneously, and use it in training or serving models. Refer to Feature Store with Feast for instructions on how to set it up and use it.

Automated certificate updates

This version of Kaptain includes certificate update automation, so you don’t have to worry about production outages due to an expired certificate. A CronJob enabled by default runs on a daily basis and verifies if a new certificate has been issued. If that is the case, it automatically updates the Secret to make the new certificate effective. You can customize the CronJob schedule to suit your needs, manually trigger the job at any moment, or disable this function if needed. Refer to Certificate updates for more information.

Support for customer-issued and ACME certificates configured in DKP

You can now install Kaptain on DKP environments with a customer-issued or ACME certificate. This feature is available for installations of Kaptain versions 2.2 and later, on any cluster with DKP versions 2.3 and later.

Support for Kubeflow 1.6.1

Kaptain comes with Kubeflow 1.6.1 support, which includes several security improvements and solved CVEs, Katib, Training Operator and KServe enhancements, central dashboard optimization, and Kubernetes 1.22 support.

Refer to Kubeflow 1.6 release information for more details on the features and enhancements included in this version.

Support for Kubernetes 1.24

This version of Kaptain supports Kubernetes 1.24 which contains upstream improvements and security enhancements.

Support for Kaptain on vSphere

D2iQ supports enabling and deploying Kaptain on vSphere clusters provisioned by DKP.

Fixes and Improvements

UX improvements and bug fixes

Software updates

This version of Kaptain includes the following software versions:

Package Name	Current Version or Tag
Argo Workflows	3.3.8
CUDA	11.4
Katib	0.14.0
KServe	0.9.0
Kubeflow Pipelines	1.8.4
Kubeflow	1.6.1
MinIO	RELEASE.2021-04-22T15-44-28Z
MLflow	1.25.1
MXNet	1.9.0
Percona Kubernetes Operator	1.10.0
PyTorch	1.11.0
PyTorch Model Archiver	0.4.2
Spark Operator	1.1.17
Tensorflow	2.9.1
Training Operator	1.5.0

Python libraries (excluding transitive dependencies)

Python library	Version	Images
Miniconda	4.12.0	Images that include Miniconda `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
JupyterLab	3.4.6	Images that include JupyterLab `mesosphere/kubeflow:2.2.0-mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`
Kaptain SDK	1.3.0	Images that include Kaptain SDK `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
Kubernetes SDK	18.20.0	Images that include Kubernetes SDK `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
Kubeflow Pipelines	1.8.13	Images that include Kubeflow Pipelines `mesosphere/kubeflow:2.2.0-mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`
TensorFlow	2.9.1	Images that include TensorFlow `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`
PyTorch	1.11.0	Images that include PyTorch `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`
MXNet	1.9.1	Images that include MXNet `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`
CUDA	11.4	Images that include CUDA `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
Matplotlib	3.5.3	Images that include Matplotlib `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
Papermill	2.3.4	Images that include Papermill `mesosphere/kubeflow:2.2.0-mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`
gensim	4.2.0	Images that include gensim `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
future	1.18.2	Images that include future `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
h5py	3.7.0	Images that include h5py `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
Keras	2.9.0	Images that include Keras `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`
NLTK	3.7	Images that include NLTK `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
NumPy	1.21.6	Images that include NumPy `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
Pandas	1.4.4	Images that include Pandas `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
SciPy	1.9.1	Images that include SciPy `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
scikit-learn	1.1.2	Images that include scikit-learn `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
Seaborn	0.12.0	Images that include Seaborn `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
spaCy	3.3.1	Images that include spaCy `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
statsmodels	0.13.2	Images that include statsmodels `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
typing	3.7.4.3	Images that include typing `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
boto3	1.21.3	Images that include boto3 `mesosphere/kubeflow:2.2.0-base`, `mesosphere/kubeflow:2.2.0-base-gpu-cuda-11.4`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-mnist-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-mnist-pytorch-1.11.0-gpu`
ipywidgets	8.0.2	Images that include ipywidgets `mesosphere/kubeflow:2.2.0-mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`
NodeJS	0.1.1	Images that include NodeJS `mesosphere/kubeflow:2.2.0-mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`
Plotly	5.10.0	Images that include Plotly `mesosphere/kubeflow:2.2.0-mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`
Toree	0.5.0	Images that include Toree `mesosphere/kubeflow:2.2.0-mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`
Feast	0.22.0	Images that include Feast `mesosphere/kubeflow:2.2.0-mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-tensorflow-2.9.1-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-pytorch-1.11.0-gpu`, `mesosphere/kubeflow:2.2.0-jupyter-spark-3.3.0-mxnet-1.9.1-gpu`