Azure ML v2

I’ve been waiting for opportunite moment to jump into the v2 and I suppose that is now. A quick helpful hint: set the defaults

az configure --defaults group='current-rg'
az configure --defaults workspace='current-ws'

Environments

To setup a a custom environment you can run

az ml environment create --file basic.env.yml

the yaml looks like this

$schema: https://azuremlschemas.azureedge.net/latest/environment.schema.json
name: basic-env-scikit
version: 1
image: mcr.microsoft.com/azureml/openmpi3.1.2-ubuntu18.04
conda_file: file:conda-envs/basic-env-ml.yml

And the conda env like this:

name: basic-env-ml
channels:
  - conda-forge
dependencies:
  - python=3.8
  - pip
  - pip:
    - numpy
    - pandas
    - scikit-learn
    - matplotlib
    - azureml-mlflow