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Using the Microsoft AI Platform for next generation applications
1/18/2019 7:58 AM BRK2046 Using the Microsoft AI Platform for next generation applications © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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Agenda Bit of background Demos, demos, demos
1/18/2019 7:58 AM Agenda Bit of background Demos, demos, demos Custom Vision, Azure Functions, Document DB Azure Machine Learning Workbench Transparent Compute © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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Photo by Alex Knight on Unsplash
1/18/2019 Photo by Alex Knight on Unsplash © 2014 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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Photo by Alex Knight on Unsplash
1/18/2019 Photo by Alex Knight on Unsplash © 2014 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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Growth of data 30 years CLOUD CLOUD MOBILE MOBILE 1985 1990 1995 2000
INTERNET CONNECTED CLOUD CLOUD DIGITAL ANALOG 30 years MOBILE MOBILE 1985 1990 1995 2000 2005 2010 2015 2020
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It’s lots of phones * May not be accurate and certainly isn’t to scale
1/18/2019 It’s lots of phones * May not be accurate and certainly isn’t to scale © 2014 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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Photo by Jayphen Simpson on Unsplash
1/18/2019 Photo by Jayphen Simpson on Unsplash © 2014 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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Data Science and AI Key trends challenges
Accelerating adoption of AI by developers (consuming models) Rise of hybrid training and scoring scenarios Push scoring/inference to the event (edge, cloud, on-prem) Some developers moving into deep learning as non-traditional path to DS / AI dev Growth of diverse hardware arms race across all form factors (CPU / GPU / FPGA / ASIC / device) Data prep Model deployment & management Model lineage & auditing Explain-ability
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Zoom in Getting started with AI Enabling developers Data wrangling
1/18/2019 7:58 AM Zoom in Getting started with AI Enabling developers Data wrangling Transparent compute Model management Deployment to production © 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 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. Customisablility >>
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1/18/2019 7:58 AM © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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Demo Custom Vision, Azure Functions and the rest! 1/18/2019 7:58 AM
© Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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1/18/2019 7:58 AM © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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1/18/2019 7:58 AM © 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 Machine Learning
Transform Data into Intelligence
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Azure Machine Learning Studio
Platform for data scientists to graphically build and deploy experiments Rapid experiment composition > 100 easily configured modules for data prep, training, evaluation Extensibility through R & Python Serverless training and deployment Some numbers: 100’s of thousands of deployed models serving billions of requests
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Azure Machine Learning
Transform Data into Intelligence Azure Machine Learning workbench Azure Machine Learning
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Azure Machine Learning
Productive data preparation tools
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Azure Machine Learning
1/18/2019 7:58 AM Azure Machine Learning Agile AI model development + rapid experimentation Jupyter notebook integration Broad ecosystem support Spark TensorFlow Cognitive Toolkit Caffe2 Keras Theano © 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 Machine Learning
Flexible AI model deployment Azure, AWS, GCP On Premises Azure Machine Learning Docker Edge Devices
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Demo Azure Machine Learning Service Azure Machine Learning Workbench
1/18/2019 7:58 AM Demo Azure Machine Learning Service Azure Machine Learning Workbench © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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1/18/2019 7:58 AM © 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 Machine Learning Workbench
1/18/2019 7:58 AM Azure Machine Learning Workbench Walk around AML Workbench Data wrangling Jupyter Notebook integration CTNK FasterRCNN Infrastructure as code Docker Remote compute Deploy to production © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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Links: Functions and Cognitive Services Demo
1/18/2019 7:58 AM Links: Functions and Cognitive Services Demo Functions and Cognitive Services Demo Using Custom Vision Models on iOS © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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Links: Azure Machine Learning Services
1/18/2019 7:58 AM Links: Azure Machine Learning Services Start here for operationalization Bike Share Demo @jakkaj © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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1/18/2019 7:58 AM © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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