FREE Weekly Kubeflow and MLOps Workshops

Register for an upcoming 60 minute virtual workshop led by the Arrikto Developer Relations team.

Advanced Kubeflow Workshop (EU Time Zone Friendly)

Dates: May 19, 2022
Kubeflow familiarity: Intermediate to Advanced

This workshop is for individuals already familiar with the basics of machine learning and Kubeflow looking to understand how to deploy models end-to-end while solving the following challenges in detail using particular examples:

 

  • How to turn Notebooks into Pipelines with minimal code using the Kale JupyterLab extension
  • How to automatically serve the best models from within your Notebook using KFServing and Kale
  • How to snapshot notebooks, pipeline steps and clusters
  • How to recreate whole environments and pipeline steps from snapshots
  • How to leverage AutoML via Katib jobs using Kale 

Notebooks & Pipelines Workshop: Kaggle’s Blue Book for Bulldozers Machine Learning Example

Dates: May 25, 2022
Kubeflow familiarity: Beginner to Intermediate

This workshop is for individuals already familiar with machine learning, but new to Kubeflow. We’ll cover the following topics:

  • Overview of Kubeflow
  • Installing Kubeflow
  • About the Blue Book for Bulldozers Example
  • Deploying a Notebook Server
  • Getting the Bluebook for Bulldozers Example Up and Running
  • Exploring the Notebook
  • Deploying and Running a Pipeline
  • Examining the Results

Distributed Training Workshop

Dates: May 26, 2022
Kubeflow familiarity: Intermediate to Advanced

This workshop is for people that have some familiarity with Kubeflow and want to understand more about how to use distributed training for your models. In this 45 minute workshop, we will be using MiniKF to cover the following topics:

  • Installing MiniKF
  • Understanding the Capabilities of Kale
  • Review of Distributed Training
  • Decorating Python Code with Kale
  • Deploying a PyTorch Distributed Training  Job
  • Monitoring the Training Process
  • Setting Up Inference Serving
  • Cleaning Up Resources

Notebooks & Pipelines Workshop: Kaggle’s Udacity Dog Breed Classification Example

Dates: Jun 8, 2022
Kubeflow familiarity: Beginner to Intermediate 

This workshop is for individuals already familiar with machine learning, but new to Kubeflow.

We’ll cover the following topics:

  • Overview of Kubeflow
  • Installing Kubeflow
  • About the Dog Breed Classification Example
  • Deploying a Notebook Server
  • Getting the Dog Breed Classification Example Up and Running
  • Exploring the Notebook
  • Deploying and Running a Pipeline
  • Examining the Results

From Kubernetes to Kubeflow to MLOps: How Kubernetes and Kubeflow come together

Dates: Jun 9, 2022
Kubeflow familiarity: Beginner to Intermediate

This workshop is for individuals already familiar with machine learning, but new to Kubeflow. We’ll cover the following topics:

  • Overview of Kubernetes
  • Kubeflow Notebooks
  • Kubernetes & Kubeflow
  • Using Notebook Servers in Academy

Advanced Kubeflow Workshop (US Time Zone Friendly)

Dates: Jun 16, 2022
Kubeflow familiarity: Intermediate to Advanced

This workshop is for individuals already familiar with the basics of machine learning and Kubeflow looking to understand how to deploy models end-to-end while solving the following challenges in detail using particular examples:

 

  • How to turn Notebooks into Pipelines with minimal code using the Kale JupyterLab extension
  • How to automatically serve the best models from within your Notebook using KFServing and Kale
  • How to snapshot notebooks, pipeline steps and clusters
  • How to recreate whole environments and pipeline steps from snapshots
  • How to leverage AutoML via Katib jobs using Kale 

Notebooks & Pipelines Workshop: Kaggle’s Titanic Disaster Machine Learning Example

Dates: Jun 22, 2022
Kubeflow familiarity: Beginner to Intermediate

This workshop is for individuals already familiar with machine learning, but new to Kubeflow. We’ll cover the following topics:

  • Overview of Kubeflow
  • Installing Kubeflow
  • About the Titanic Disaster Example
  • Deploying a Notebook Server
  • Getting the Titanic Disaster Example Up and Running
  • Exploring the Notebook
  • Deploying and Running a Pipeline
  • Examining the Results

Notebooks & Pipelines Workshop: Kaggle’s OpenVaccine Machine Learning Example

Dates: Jul 13, 2022
Kubeflow familiarity: Intermediate to Advanced

This workshop is for individuals already familiar with machine learning, but new to Kubeflow. We’ll cover the following topics:

 

  • Overview of Kubeflow
  • Installing Kubeflow
  • About the OpenVaccine Example
  • Deploying a Notebook Server
  • Getting the OpenVaccine Example Up and Running
  • Exploring the Notebook
  • Deploying and Running a Pipeline
  • Examining the Results

Advanced Kubeflow Workshop (APAC Time Zone Friendly)

Dates: Jul 14, 2022
Kubeflow familiarity: Intermediate to Advanced

This workshop is for individuals already familiar with the basics of machine learning and Kubeflow looking to understand how to deploy models end-to-end while solving the following challenges in detail using particular examples:

  • How to turn Notebooks into Pipelines with minimal code using the Kale JupyterLab extension
  • How to automatically serve the best models from within your Notebook using KServe and Kale
  • How to snapshot notebooks, pipeline steps and clusters
  • How to recreate whole environments and pipeline steps from snapshots
  • How to leverage AutoML via Katib jobs using Kale 

FAQ

Who are these workshops for?
Data scientists, machine learning engineers, DevOps engineers and infrastructure operators.

How are the workshops delivered?
These instructor led workshops are delivered over Zoom.

What are the prerequisites for the workshops?
A basic understanding of cloud computing, Kubernetes and machine learning concepts is very helpful.