Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.
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Transcript of Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.
![Page 1: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/1.jpg)
Age of AzureMachine Learning Revolution
Pablo Maceiras@P_maceiras
.NET Conf UY v2015
![Page 2: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/2.jpg)
![Page 3: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/3.jpg)
Age of AzureMachine Learning Revolution
Pablo Maceiras@P_maceiras
.NET Conf UY v2015
![Page 4: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/4.jpg)
![Page 5: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/5.jpg)
Agenda
![Page 6: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/6.jpg)
Banking!
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Desafío de Marketing de Gestión de Campañas
Omni-canal
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Omni-Virtual
CustomerProfile
![Page 10: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/10.jpg)
Challenges of applying ML
• Concept Confusion• BI• Data Mining• Machine Learning• Pattern Matching• Big Data• Analytics• Etc.
•ML algorithm selection
• Context set up
• Etc.
![Page 11: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/11.jpg)
Evolve: Part I - Data
• Data Factory
• Data Catalog
• Event Hubs
![Page 12: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/12.jpg)
Data Factory Zoom-In
![Page 13: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/13.jpg)
![Page 14: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/14.jpg)
Evolve: Part II – Big Data
• Azure SQL Data Warehouse
• Azure Data Lake
![Page 15: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/15.jpg)
Evolve: Part III – ML on Data
• See (Face)
• Hear (Speech)
• Read (Text)
![Page 16: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/16.jpg)
Evolve: Part IV – Analyze and Predict
•Machine Learning
• HDInsight (Hadoop)
• Azure Stream Analytics
![Page 17: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/17.jpg)
Evolve: Part IV – Visualize & Act
• Cortana
• Dashboards / Power BI
• Business Scenarios
![Page 18: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/18.jpg)
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Evolve: Final – Cortana Analytics
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Cortana Analytics
• Predict
• Prescribe• Recommendations • Alerts
• Automate
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Real Case Product
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IC Campaigns – Segmentation Approaches
+ Rule Matching
+ A/B Testing
+ Machine Learning
![Page 23: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/23.jpg)
IC Campaigns – Challenges
+ Hide model selection from user?
+ Hide parameters from user?
+ Clean and set up data?
![Page 24: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/24.jpg)
What is the Infinity Gauntlet then?• Good Data
• Interpret and analyze results
• Reliability / failure tolerance
• Cost
• Timing
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The Dream
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![Page 27: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/27.jpg)
Age of AzureMachine Learning Revolution
Pablo Maceiras@P_maceiras
.NET Conf UY v2015
![Page 28: Age of Azure Machine Learning Revolution Pablo Maceiras @P_maceiras.NET Conf UY v2015.](https://reader038.fdocuments.in/reader038/viewer/2022110102/56649f045503460f94c17bcb/html5/thumbnails/28.jpg)