References and Resources:

Sample Python Notebooks

• Latest Azure Machine Learning sample notebooks maintained by Microsoft can be found on GitHub here.

Resources in Azure ML Service

• Create compute targets for model training and deployment in Azure Machine Learning studio
• Sizes for virtual machines in Azure
• Create Azure Machine Learning datasets
• Data wrangling with Apache Spark pools (preview)

AutoML

• Prevent overfitting and imbalanced data with automated machine learning
• Configure data splits and cross-validation in automated machine learning
• Data featurization in automated machine learning

R for Azure Machine Learning Service

• R developer’s guide to Azure

Python Development Environment

• Set up a Python development environment for Azure Machine Learning