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Azure ML and Cognitive Services
Matt Stenzel - Microsoft Data Platform Technical Specialist
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Agenda Data – REVOLUTION! Azure ML Cognitive Services Q&A
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Some innovations fundamentally disrupt the economic landscape
1st Industrial Revolution 1760 1870 1950 2nd Industrial Revolution 3rd Industrial Revolution
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The time to adapt to disruptions is shrinking
A hundred years ago, the average lifespan of a company listed on the S&P 500 index was 67 years 75% of the S&P 500 will be new (not on the index today) 25% of the S&P 500 will be ones on the index today In the 2020s… Source: BBC
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We now face the next disruption – the fourth industrial revolution
Intelligence Big Data Cloud
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From data to decisions and actions
Build 2015 8/22/2018 8:25 AM From data to decisions and actions Data Recommendations What should I do? Decision Action Decision automation Decision support Predictions What might happen? Interactive dashboards Why did it happen? Static reports What happened? Manual process Value © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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Azure ML
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“ ” What is Machine Learning?
8/22/2018 8:25 AM What is Machine Learning? Computing systems that become smarter with experience “Experience” = past data + human input “ I need our systems to think. I need them to learn and I need them to present issues and problems and anomalies to the employees, to the managers. Adam Coffey President and CEO WASH Laundry Systems ” © 2013 Microsoft Corporation. All rights reserved. Microsoft, Windows, and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries. The information herein is for informational purposes only and represents the current view of Microsoft Corporation as of the date of this presentation. Because Microsoft must respond to changing market conditions, it should not be interpreted to be a commitment on the part of Microsoft, and Microsoft cannot guarantee the accuracy of any information provided after the date of this presentation. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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What can Azure ML do for you…?
Telemetry data analysis Buyer propensity models Social network analysis Predictive maintenance Web app optimization Churn analysis Natural resource exploration Weather forecasting Healthcare outcomes Fraud detection Life sciences research Targeted advertising Network intrusion detection Smart meter monitoring
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Azure Machine Learning Service Data -> Predictive model -> Operational web API in minutes
Clients API ML STUDIO Model is now a web service that is callable Blobs and Tables Hadoop (HDInsight) Relational DB (Azure SQL DB) Integrated development environment for Machine Learning Monetize the API through our marketplace
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Model Your Way: Open source/our source
8/22/2018 8:25 AM Model Your Way: Open source/our source Script with R, SQLite or Python CPython 2.7 support from inside AML Studio numpy/scipy/panda/scikit-learn/etc. Anaconda distro pre-installed Python client library Analyze data using Python and its libraries Use IPython, PTVS, Eclipse to edit/debug Big learning with counts TB scale datasets Modular: tune/monitor/replace in isolation Monitorable and debuggable © 2013 Microsoft Corporation. All rights reserved. Microsoft, Windows, and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries. The information herein is for informational purposes only and represents the current view of Microsoft Corporation as of the date of this presentation. Because Microsoft must respond to changing market conditions, it should not be interpreted to be a commitment on the part of Microsoft, and Microsoft cannot guarantee the accuracy of any information provided after the date of this presentation. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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Deploy in Minutes Expand your Reach One click to production
8/22/2018 8:25 AM Deploy in Minutes Expand your Reach One click to production Publish as a Web Service or to Gallery Continuous updates to streamline process Stay tuned to our blog for more New in-product Gallery Discover what others have built Learn by dropping these into your workspace Share your work with others © 2013 Microsoft Corporation. All rights reserved. Microsoft, Windows, and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries. The information herein is for informational purposes only and represents the current view of Microsoft Corporation as of the date of this presentation. Because Microsoft must respond to changing market conditions, it should not be interpreted to be a commitment on the part of Microsoft, and Microsoft cannot guarantee the accuracy of any information provided after the date of this presentation. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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Azure ML Demo
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Cognitive Services
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“ ” What is Machine Learning?
8/22/2018 8:25 AM What is Machine Learning? Computing systems that become smarter with experience “Experience” = past data + human input “ I need our systems to think. I need them to learn and I need them to present issues and problems and anomalies to the employees, to the managers. Adam Coffey President and CEO WASH Laundry Systems ” © 2013 Microsoft Corporation. All rights reserved. Microsoft, Windows, and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries. The information herein is for informational purposes only and represents the current view of Microsoft Corporation as of the date of this presentation. Because Microsoft must respond to changing market conditions, it should not be interpreted to be a commitment on the part of Microsoft, and Microsoft cannot guarantee the accuracy of any information provided after the date of this presentation. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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Intelligence APIs
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Cognitive Services Demo
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Get started for free with only a Microsoft Account ID azure.com/ml
Check out finished APIs and solutions or put your own on the Machine Learning marketplace at datamarket.azure.com Find videos, tutorials on Documentation off azure.com/ml Stay tuned to our blog Get started for free with only a Microsoft Account ID azure.com/ml © 2013 Microsoft Corporation. All rights reserved. Microsoft, Windows, and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries. The information herein is for informational purposes only and represents the current view of Microsoft Corporation as of the date of this presentation. Because Microsoft must respond to changing market conditions, it should not be interpreted to be a commitment on the part of Microsoft, and Microsoft cannot guarantee the accuracy of any information provided after the date of this presentation. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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Resources AML Algorithm Cheat Sheet Cognitive services
Cognitive services
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