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