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Azure Machine
Learning
Marvin Heng
Blog : http://hmheng.pinsland.com
Twitter : @hmheng
YouTube: http://bit.ly/hmheng_yt
SlideShare: http://bit.ly/hmheng_ss
Github: https://github.com/hmheng
Microsoft
Cognitive Service
Who is Marvin?
Software + Web Developer
AI Enthusiast
Blog : http://hmheng.pinsland.com
Twitter : @hmheng
YouTube: http://bit.ly/hmheng_yt
SlideShare: http://bit.ly/hmheng_ss
Github: https://github.com/hmheng
Introduction to Machine
Learning
Marvin Heng
Blog : http://hmheng.pinsland.com
Twitter : @hmheng
YouTube: http://bit.ly/hmheng_yt
SlideShare: http://bit.ly/hmheng_ss
Github: https://github.com/hmheng
What’s Machine Learning?
• A data science application
• Use Artificial Intelligence (AI)
• Learn from the existing data lake
• Continuously improving itself to predict the future trending,
outcomes or behaviors.
• Learn without being explicitly programmed
• Learn automatically without any human intervention
Growth of Data
1985 1990 1995 2000 2005 2010 2015 2020
30 years
Smart & Automated Learning
Smart.
City.
Nation.
7
Azure Machine Learning
Studio
Marvin Heng
Blog : http://hmheng.pinsland.com
Twitter : @hmheng
YouTube: http://bit.ly/hmheng_yt
SlideShare: http://bit.ly/hmheng_ss
Github: https://github.com/hmheng
Azure Machine Learning
Cognitive Services
Off the shelf, easy to
access, scalable
Azure Machine Learning Studio
GUI development environment,
Accessible, needs some study
Azure Machine Learning Workbench
Powerful, work the way you want.
Remote execute, atomic runs, model
operationalisation. Super custom.
Azure Machine Learning Studio
Fully
Managed
Integrated Best-in-Class
Algorithm
Easy to
Deploy
One Portal for
create, view and
update.
No Software &
Hardware to be
managed
Simply Drag & Drop.
No programming for
common tasks.
Built-in collection of
best of breed
algorithms.
Support for R &
Python for
extensibility.
Operationalize
models with single
click.
Create web service
within minutes.
How Azure Machine Learning Gets On?
Setup Cloud
Environment
Load
Data
Explore Data
Engineer
Features
Build
Model
Deploy
Model
Consume
Model
Machine Learning Data Source
• Azure Blob Storage
• Azure SQL DB
• Azure SQL DW
• Azure Table
• Hadoop Hive Query
• OData Feed
• Web Url
• Desktop Direct Upload
• ….
What Would We Need?
1. Microsoft Account for most of the simple use cases.
What Would We Need?
2. Azure Subscription – for full SLA and enterprise use case. At the same time, get 12
Months free with popular products and 25 always free products.
What Would We Need?
2. Azure Subscription – for full SLA and enterprise use case. At the same time, get 12
Months free with popular products and 25 always free products.
Demo
Marvin Heng
Blog : http://hmheng.pinsland.com
Twitter : @hmheng
YouTube: http://bit.ly/hmheng_yt
SlideShare: http://bit.ly/hmheng_ss
Github: https://github.com/hmheng
Q&A
Marvin Heng
Blog : http://hmheng.pinsland.com
Twitter : @hmheng
YouTube: http://bit.ly/hmheng_yt
SlideShare: http://bit.ly/hmheng_ss
Github: https://github.com/hmheng
Azure Machine
Learning
Marvin Heng
Blog : http://hmheng.pinsland.com
Twitter : @hmheng
YouTube: http://bit.ly/hmheng_yt
SlideShare: http://bit.ly/hmheng_ss
Github: https://github.com/hmheng
Microsoft
Cognitive Service

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AI/ML/DL: Getting Started with Machine Learning on Azure

  • 1. Azure Machine Learning Marvin Heng Blog : http://hmheng.pinsland.com Twitter : @hmheng YouTube: http://bit.ly/hmheng_yt SlideShare: http://bit.ly/hmheng_ss Github: https://github.com/hmheng Microsoft Cognitive Service
  • 2. Who is Marvin? Software + Web Developer AI Enthusiast Blog : http://hmheng.pinsland.com Twitter : @hmheng YouTube: http://bit.ly/hmheng_yt SlideShare: http://bit.ly/hmheng_ss Github: https://github.com/hmheng
  • 3. Introduction to Machine Learning Marvin Heng Blog : http://hmheng.pinsland.com Twitter : @hmheng YouTube: http://bit.ly/hmheng_yt SlideShare: http://bit.ly/hmheng_ss Github: https://github.com/hmheng
  • 4. What’s Machine Learning? • A data science application • Use Artificial Intelligence (AI) • Learn from the existing data lake • Continuously improving itself to predict the future trending, outcomes or behaviors. • Learn without being explicitly programmed • Learn automatically without any human intervention
  • 5. Growth of Data 1985 1990 1995 2000 2005 2010 2015 2020 30 years
  • 6. Smart & Automated Learning
  • 8. Azure Machine Learning Studio Marvin Heng Blog : http://hmheng.pinsland.com Twitter : @hmheng YouTube: http://bit.ly/hmheng_yt SlideShare: http://bit.ly/hmheng_ss Github: https://github.com/hmheng
  • 9. Azure Machine Learning Cognitive Services Off the shelf, easy to access, scalable Azure Machine Learning Studio GUI development environment, Accessible, needs some study Azure Machine Learning Workbench Powerful, work the way you want. Remote execute, atomic runs, model operationalisation. Super custom.
  • 10. Azure Machine Learning Studio Fully Managed Integrated Best-in-Class Algorithm Easy to Deploy One Portal for create, view and update. No Software & Hardware to be managed Simply Drag & Drop. No programming for common tasks. Built-in collection of best of breed algorithms. Support for R & Python for extensibility. Operationalize models with single click. Create web service within minutes.
  • 11. How Azure Machine Learning Gets On? Setup Cloud Environment Load Data Explore Data Engineer Features Build Model Deploy Model Consume Model
  • 12. Machine Learning Data Source • Azure Blob Storage • Azure SQL DB • Azure SQL DW • Azure Table • Hadoop Hive Query • OData Feed • Web Url • Desktop Direct Upload • ….
  • 13. What Would We Need? 1. Microsoft Account for most of the simple use cases.
  • 14. What Would We Need? 2. Azure Subscription – for full SLA and enterprise use case. At the same time, get 12 Months free with popular products and 25 always free products.
  • 15. What Would We Need? 2. Azure Subscription – for full SLA and enterprise use case. At the same time, get 12 Months free with popular products and 25 always free products.
  • 16. Demo Marvin Heng Blog : http://hmheng.pinsland.com Twitter : @hmheng YouTube: http://bit.ly/hmheng_yt SlideShare: http://bit.ly/hmheng_ss Github: https://github.com/hmheng
  • 17. Q&A Marvin Heng Blog : http://hmheng.pinsland.com Twitter : @hmheng YouTube: http://bit.ly/hmheng_yt SlideShare: http://bit.ly/hmheng_ss Github: https://github.com/hmheng
  • 18. Azure Machine Learning Marvin Heng Blog : http://hmheng.pinsland.com Twitter : @hmheng YouTube: http://bit.ly/hmheng_yt SlideShare: http://bit.ly/hmheng_ss Github: https://github.com/hmheng Microsoft Cognitive Service