Episode
FastTrack for Azure Season 2 Ep01: Azure ML Enterprise Deployment
with Kris Bock, Varma Gadhiraju, Keita Onabuta
In this session you will learn how to design and implement Azure Machine Learning (AzureML) using enterprise deployment features, so you can create a secure configuration that is compliant with your companies' policies Enterprise security and governance for AzureML.
Learning objectives
- Understand the concept of Training modules within AzureML CLI, SDK, and REST API
- Understand ML model lifecycle management leveraging AzureML Python SDK V2 and ML Studio
Chapters
- 00:00 - Introduction
- 01:08 - Collection
- 01:37 - Agenda
- 05:21 - Azure Machine Learning overview
- 10:23 - Demo - AzureML workspace creation
- 18:31 - Workspace planning
- 36:37 - Azure Machine Learning registries
- 48:27 - Enterprise Security
- 57:09 - Custom Roles
- 01:04:07 - Recommended Network architecture
- 01:18:44 - Disaster Recovery
- 01:22:15 - Policy
- 01:22:24 - Monitoring
- 01:27:25 - Summary and conclusion
Recommended resources
Related episodes
- Full series: Learn Live: FastTrack for Azure Season 2
Connect
- Kris Bock | LinkedIn: /in/krisbock
- Varma Gadhiraju | LinkedIn: /in/chaitanya-varma-g
- Keita Onabuta | LinkedIn: /in/keita-onabuta
In this session you will learn how to design and implement Azure Machine Learning (AzureML) using enterprise deployment features, so you can create a secure configuration that is compliant with your companies' policies Enterprise security and governance for AzureML.
Learning objectives
- Understand the concept of Training modules within AzureML CLI, SDK, and REST API
- Understand ML model lifecycle management leveraging AzureML Python SDK V2 and ML Studio
Chapters
- 00:00 - Introduction
- 01:08 - Collection
- 01:37 - Agenda
- 05:21 - Azure Machine Learning overview
- 10:23 - Demo - AzureML workspace creation
- 18:31 - Workspace planning
- 36:37 - Azure Machine Learning registries
- 48:27 - Enterprise Security
- 57:09 - Custom Roles
- 01:04:07 - Recommended Network architecture
- 01:18:44 - Disaster Recovery
- 01:22:15 - Policy
- 01:22:24 - Monitoring
- 01:27:25 - Summary and conclusion
Recommended resources
Related episodes
- Full series: Learn Live: FastTrack for Azure Season 2
Connect
- Kris Bock | LinkedIn: /in/krisbock
- Varma Gadhiraju | LinkedIn: /in/chaitanya-varma-g
- Keita Onabuta | LinkedIn: /in/keita-onabuta
Video URL
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