1. AI development using Data Science Virtual Machines (DSVM) in Azure
6/17/2018 3:49 AM
BRK2370
AI development using Data Science Virtual Machines (DSVM) in Azure
Gopi Kumar
Principal Program Manager Lead
AI & Research
Barnam Bora
Program Manager
AI & Research
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2. Agenda
Introduction to the Data Science Virtual Machines (DSVM) in Azure
New Announcements
AI Development Workflow & Why DSVM
Introducing New Offerings
Deepdive 1
Deepdive 2
Resources & Next Steps
Q&A
“500,000 Tweets relating to AI / ML collected processed in SQL Server & R Server using ScaleR functions.”

3. Data Science Virtual Machines
(DSVM)
Pre-Configured environments in the cloud for
Data Science & AI Modeling, Development & Deployment.

4. Data Science Virtual Machines
(DSVM)
DSVM – Windows Server 2016
Editions
DSVM – Linux – Ubuntu
Deep Learning Virtual Machines

5. DSVM Announcements Azure Gov on AI for Earth Azure China New Samples
Deep
Learning VM
Azure
Gov on
AI for
Earth
Azure
China
New
Samples
Batch AI
Training
Azure
Machine
Learning

6. End-to-End AI Development Workflow
using Data Science Virtual Machines (DSVM)

7. Why Data Science VMs ?
Examples & Templates
to get started

8. The Deep Learning VM Windows Server 2016 and Ubuntu releases
Physical Card = 2 x NVidia TESLA GPUs
Use NC class Azure VMs with GPUs
Great for Deep Learning workloads

9. Deepdive Gopi Kumar 6/17/2018 3:49 AM
© Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

10. Team Data Science Process (TDSP)
Business Understanding
Deployment
Modeling
(ML/AI)
Data acquisition & understanding
Agile, iterative data science process to improve collaboration, quality and productivity
© Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

11. Iterative Development with DSVM
Local tools
Local Debug
Faster experimentation
Single VM Development
Larger VMs
GPU
Scale Up
Multi Node
Remote Spark
Batch Nodes
VM Scale Sets
Scale Out

12. Problem: Extract entities in Medical Documents
Dataset: MEDLINE corpus
27 Millions abstracts
800+ XML Files
Textual data

13. Architecture

14. Deepdive Barnam Bora 6/17/2018 3:49 AM
© Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

15. Problem: Product Detection from images
Training Dataset:
60 Retail Product Images
Metadata
Labels
Microsoft Cognitive Toolkit

16. Storage Resources Azure Blob Storage Azure Cosmos DB
Images files for
Training & Scoring
Metadata about Images

17. Training Model on the DSVM + Publish Web-service
Azure Blob Storage
Azure Cosmos DB
DSVM – Windows Server 2016
Trained Model
Web Service

18. API in Azure Cosmos DB 6/17/2018 3:49 AM
© Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

19. Storage Resources
DNN Training Workflow

20. 6/17/2018 3:49 AM
Next Steps
Hands-on Lab – HOL3034 (Ignite only)
Free Test Drive
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21. Take a free test drive: http://aka.ms/dsvm/testdrive
Reference
DSVM Forum - send questions, feedback and feature requests on the forum -
DSVM Product Page –
DSVM Introductory DIY workshop –
Video Recorded Session–
Learn Microsoft –
GitHub Link –
Take a free test drive:

22. 6/17/2018 3:49 AM
Q & A
© Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

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