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AzureML Training - Repository

This repo contains ressources that are necessary for AzureML SDK v2.0 Training.

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Why this migration to version 2.0 ?
With version 2, it's easier to developp without compute instance. It can be very interesting because compute instances are sometimes unstable.

PreRequirements

It is necessary to have a working WSL environment in order to use this repository.
For that you can :

The experience will be better if you have :

  • VSCode installed and setup with WSL - Documentation
  • Miniconda installed and setup in wsl

Installation

Create an environment and install dependancies

conda create -n azml_training python=3.8 openssl=1.1.1n
conda activate azml_training
pip install -r requirements.txt

Add env variable to conda env :

conda env config vars set AZUREML_SUBSCRIPTION='<TENANT-ID>'
conda env config vars set AZUREML_RESSOURCE_GROUP='<RESSOURCE-GROUP>'
conda env config vars set AZUREML_WORKSPACE_NAME='<AML-WORKSPACE>'
conda env config vars list

The aim of all theses env variable is to target the right azureml workspace during your training session.
All theses information are available in your AML workspace url.

Data and Storages

In this part we'll talk about how to use Data in AzureML.


==> Continue

Environments

In this part, we'll talk about how to create environment in AzureML.


==> Continue

Jobs

In this part, we'll talk about jobs in AzureML.


==> Continue

Pipelines

In this part, we'll talk about chaining jobs in AzureML Pipelines.


==> Continue

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