Kurt Shintaku's Blog

We recently published a FREE special 20-module on-demand video training course, “DP-100 Designing and Implementing a Data Science solution on Azure”, where instructors were video-recorded for all modules.

Learn how to operate machine learning solutions at cloud scale using Azure Machine Learning. This course teaches you to leverage your existing knowledge of Python and machine learning to manage data ingestion and preparation, model training and deployment, and machine learning solution monitoring with Azure Machine Learning and MLflow.

All video recorded modules for “DP-100 Designing and Implementing a Data Science solution on Azure” are available below:

• DP-100 Course Introduction ( 1 of 20 )
• DP-100 Design a Machine Learning solution ( 2 of 20 )
• DP-100 Explore Azure Machine Learning workspace resources and assets ( 3 of 20 )
• DP-100 Explore developer tools for workspace interaction ( 4 of 20 )
• DP-100 Make data available in Azure Machine Learning ( 5 of 20 )
• DP-100 Work with compute targets in Azure Machine Learning ( 6 of 20 )
• DP-100 Work with environmnets in Azure Machine Learning ( 7 of 20 )
• DP-100 Explore data with the Azure Machine Learning Designer Train and compare models with the Azure Machine Learning Designer ( 8 of 20 )
• DP-100 Find the best classification model with Automated Machine Learning ( 9 of 20 )
• DP-100 Explore Automate Machine Learning ( 10 of 20 )
• DP-100 Track model training in Jupyter notebooks with Mlflow ( 11 of 20 )
• DP-100 Run a training script as a command job in Azure Machine Learning ( 12 of 20 )
• DP-100 Track model training with MLFlow in jobs ( 13 of 20 )
• DP-100 Run pipelines in Azure Machine Learning ( 14 of 20 )
• DP-100 Perform Hyperparameter tuning with Azure Machine Learning ( 15 of 20 )
• DP-100 Register an Mlflow model in Azure Machine Learning ( 16 of 20 )
• DP-100 Manage and compare models in Azure Machine Learning ( 17 of 20 )
• DP-100 Deploy a model to a managed online endpoint ( 18 of 20 )
• DP-100 Deploy a model to a batch endpoint ( 19 of 20 )
• DP-100 Design a machine learning (MLOps) solution ( 20 of 20 )

Additionally, you may find written versions of this course located at: Course DP-100T01-A: Designing and implementing a data science solution on Azure – Training | Microsoft Learn