1. Azure Machine Learning on Databricks
1/8/2019 7:01 PM
Azure Machine Learning on Databricks
Seth Mottaghinejad
Wolfgang Pauli, PhD
© 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

2. Agenda Azure Databricks Azure Machine Learning
1/10/ :04 PM
Agenda
Azure Databricks
Azure Machine Learning
AML Integration with Databricks
AutoML
© Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

3. Azure Databricks

4. What is Azure Databricks?
Microsoft Ignite 2015
11/19/2018 1:07 AM
What is Azure Databricks?
A fast, easy and collaborative Apache® Spark™ based analytics platform optimized for Azure
Designed in collaboration with the founders of Apache Spark
One-click set up; streamlined workflows
Interactive workspace that enables collaboration between data scientists, data engineers, and business analysts.
Native integration with Azure services (Power BI, SQL DW, Cosmos DB, Blob Storage)
Enterprise-grade Azure security (Active Directory integration, compliance, enterprise -grade SLAs)
Best of Databricks
Best of Microsoft
© 2015 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

5. Azure Databricks Microsoft Ignite 2015 11/19/2018 1:07 AM
Enhance Productivity
Build on secure & trusted cloud
Scale without limits
© 2015 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

6. AML Integration with Databricks

7. AML SDK + Databricks
End-to-end custom Machine Learning
Easily install the SDK in Azure Databricks clusters
Use the SDK for:
Logging training run metrics
Containerize Spark ML models
Deploy them into ACI or AKS, just like any other models.
Automated ML (public preview) of Azure ML SDK with Azure Databricks

8. AutoML

9. Machine Learning Process
SQL DB
Cosmos DB
Datawarehouse
Data lake
Blob storage …
Prepare Data
Build & Train
Deploy

10. Machine Learning Complexity
Source: