Train models with scripts in Azure Machine Learning

1 hr 57 min
Learning Path
3 Modules

At a glance

Level

Beginner
Skill

 
Product

Azure Machine Learning
Role

Data Scientist
Subject

Machine learning

To prepare your machine learning workloads for production, you'll work with scripts. Learn how to train models with scripts in Azure Machine Learning.

Prerequisites

None

Start

Modules in this learning path

Run a training script as a command job in Azure Machine Learning

37 min
Module
7 Units

Learn how to convert your code to a script and run it as a command job in Azure Machine Learning.

Start

Introduction 2 min
Convert a notebook to a script 9 min
Run a script as a command job 5 min
Use parameters in a command job 7 min
Exercise - Run a training script as a command job 10 min
Module assessment 3 min
Summary 1 min

Track model training with MLflow in jobs

34 min
Module
6 Units

Learn how to track model training with MLflow in jobs when running scripts.

Introduction 3 min
Track metrics with MLflow 9 min
View metrics and evaluate models 8 min
Exercise - Use MLflow to track training jobs 10 min
Module assessment 3 min
Summary 1 min

Perform hyperparameter tuning with Azure Machine Learning

46 min
Module
8 Units

Learn how to perform hyperparameter tuning with a sweep job in Azure Machine Learning.

Introduction 3 min
Define a search space 5 min
Configure a sampling method 8 min
Configure early termination 8 min
Use a sweep job for hyperparameter tuning 8 min
Exercise - Run a sweep job 10 min
Module assessment 3 min
Summary 1 min

AI Skills Fest

Train models with scripts in Azure Machine Learning

At a glance

Prerequisites

Modules in this learning path