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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

HPE Ezmeral ML Ops Training Course in Canada

Canada is a North American country. Known as the second-largest country of the world, Canada’s capital city is Ottawa. Toronto, Vancouver and Montreal are the biggest and most popular cities of this country. The 8,891-kilometer southern and western border between Canada and the United States is the world's longest intergovernmental land border. This country also has the longest coastline in the world.

Canada is a constitutional monarchy. The country was originally a British Empire colony and is now a part of the British Commonwealth. Both French and English are Canada’s official languages. Canada’s national animal is a beaver and the its flag design is a vertical triband of red and white with a red maple leaf charged in the centre. Some of the top-rated tourist attractions in Canada are Niagara Falls, Banff National Park and Rocky Mountains, CN Tower in Toronto City, Bay of Fundy, Old Quebec (Vieux-Quebec in French), the ski resort of Whistler, Ottawa's Parliament Hill and Vancouver Island.

Choose from our extensive selection of IT courses, covering programming, data analytics, software development, business skills, cloud computing, cybersecurity, project management. Our highly skilled instructors will deliver hands-on training and valuable insights at a location of your choice within Canada.

HPE Ezmeral ML Ops Training in Canada

Upcoming Trainings

HPE Ezmeral ML Ops Training in Canada

Prerequisites

Outline

Upcoming Trainings