Build An End-to-End ML Workflow: From Notebook to HP Tuning to Kubeflow Pipelines with Kale

Build An End-to-End ML Workflow: From Notebook to HP Tuning to Kubeflow Pipelines with Kale

In this tutorial, we will use Kale to unify the workflow across the above components, and present a seamless process to create ML pipelines for HP tuning, starting from your Jupyter Notebook. We will use Kale to convert a Jupyter Notebook to a Kubeflow Pipeline without any modification to the original Python code. Pipeline definition and deployment is achieved via an intuitive GUI, provided by Kale’s JupyterLab extension.

Kubeflow

Why your Cassandra needs local NVMe and Rok

Why your Cassandra needs local NVMe and Rok

Do you run a NoSQL database, like Cassandra or MongoDB, on the cloud or on-prem and it is terribly slow? Probably, you are already paying a lot of money for the infrastructure, and slow is definitely something you don’t need. Cassandra is a very popular NoSQL...

Data management for hybrid/multi-cloud Kubernetes

Data management for hybrid/multi-cloud Kubernetes

Kubernetes simplifies the way people build and deploy scalable, distributed applications on-prem and on the cloud. Moreover, when your apps run inside containers it doesn’t really matter whether they run on a public cloud, or on-prem bare metal machines. It is exactly...

Disk = Volume = Snapshot = Image

Disk = Volume = Snapshot = Image

Welcome to a world of Fisks Trying to build independent Data Services with a top-down approach, starting from the platform and moving towards Storage, presents us with a great challenge. There seems to be a strong coupling between the resources known to and handled by...

The Future of Storage != Storage

The Future of Storage != Storage

As highlighted in a previous post: One needs to stop thinking about Storage, to solve a Data problem. But how is this even possible? Data problems are solved by software implementing Data Services, and until now Data Services have been tightly coupled with Storage...

Storing everything, without storing anything

Storing everything, without storing anything

The value in Delivering, not Persisting Over the last decade, we have been experiencing an emergence of new technologies which resulted in dramatic changes in how IT infrastructure is managed, and a true revolution in the way production and development environments...

Data Management