Overview

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.

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Prerequisites

• 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

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Outline

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

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Why choose QA

Dates & Locations

Frequently asked questions

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QA online courses, also commonly known as distance learning courses or elearning courses, take the form of interactive software designed for individual learning, but you will also have access to full support from our subject-matter experts for the duration of your course. When you book a QA online learning course you will receive immediate access to it through our e-learning platform and you can start to learn straight away, from any compatible device. Access to the online learning platform is valid for one year from the booking date.

All courses are built around case studies and presented in an engaging format, which includes storytelling elements, video, audio and humour. Every case study is supported by sample documents and a collection of Knowledge Nuggets that provide more in-depth detail on the wider processes.

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When will I receive my joining instructions?

Joining instructions for QA courses are sent two weeks prior to the course start date, or immediately if the booking is confirmed within this timeframe. For course bookings made via QA but delivered by a third-party supplier, joining instructions are sent to attendees prior to the training course, but timescales vary depending on each supplier’s terms. Read more FAQs.

When will I receive my certificate?

Certificates of Achievement are issued at the end the course, either as a hard copy or via email. Read more here.

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