HPE Ezmeral ML Ops Training

  • Learn via: Classroom
  • Duration: 2 Days
  • Level: Fundamentals
  • Price: From €910+VAT
We can host this training at your preferred location. Contact us!

This course is for developers who create and run machine learning applications on HPE Ezmeral Container Platform 5.3. The course teaches how to deploy clusters and provide real-life prediction analysis for specific use cases. The course consists of 30% lecture and 70% lab exercises.

• AI/ML application administration

experience (Spark, Jupyter Notebook,

Tensorflow, etc.)

• Experience in machine learning lifecycle

(e.g. model training/development and

model deployment)

• Bash/shell/python scripting

Machine Learning Ops Overview

• Creating an ML Ops tenant

• External authentication

• Project repository

• Source control

• Model registr

• Training

• Deployments

• Data sources

• App store

• Notebooks HPE

Personas Overview

• Platform administrator (site administrator)

• Project administrator

• Project member

Project Repository Setup

• Initial access to HPE Ezmeral Container Platform

• Setting up ML Ops environment and project repository

• ML Ops clusters

Training Cluster Setup

• Creating a training cluster

• Training cluster configurations

• Training cluster

• Spark training

• Accessing Python training cluster outside of HPE

Ezmeral Container Platform

• General notes on training clusters Notebook Setup

• Creating a notebook cluster

• Notebook cluster configuration

• More details on notebooks on ML Ops

• Create notebook with training cluster

• Review

• Training first model

Model Registry and Deployment

• Model registry

• Model registry configurations

• More details on model registry

• Deployments (Method 1)

• Deployments (Method 2)

• Deployments clusters

• Register and deploy the model Inference

• “Ready” deployment cluster

• Doing inference

• Walkthrough of scoring script

• Local notebook to ML Ops training cluster



Contact us for more detail about our trainings and for all other enquiries!

Upcoming Trainings

Join our public courses in our Istanbul, London and Ankara facilities. Private class trainings will be organized at the location of your preference, according to your schedule.

Classroom / Virtual Classroom
27 May 2024
Istanbul, Ankara, London
2 Days
Classroom / Virtual Classroom
20 June 2024
Istanbul, Ankara, London
2 Days
Classroom / Virtual Classroom
13 July 2024
Istanbul, Ankara, London
2 Days
Classroom / Virtual Classroom
15 July 2024
Istanbul, Ankara, London
2 Days
Classroom / Virtual Classroom
22 September 2024
Istanbul, Ankara, London
2 Days
Classroom / Virtual Classroom
01 October 2024
Istanbul, Ankara, London
2 Days
Classroom / Virtual Classroom
08 October 2024
Istanbul, Ankara, London
2 Days
Classroom / Virtual Classroom
12 October 2024
Istanbul, Ankara, London
2 Days
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