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Azure Machine Learning Predicting ‘who’ and ‘how’ many people will attend
a conference session?
Amy Nicholson – Technical Evangelist
@AmyKateNicho
“Prediction is very difficult, especially
about the future …”
@AmyKateNicho
Niels Bohr: Attributed by Arthur K. Ellis' (1970) book Teaching and Learning
Elementary Social Studies.
http://bit.ly/connectedcow
http://bit.ly/howoldoutcome
@AmyKateNicho
Artificial Intelligence
Machine Learning
Neurocomputing
Pattern Recognition
NLP
Speech Recognition
Planning andscheduling Reasoning
Knowledge RepresentationComputer Vision
Cognitive Skills
Psychology
Sociology
Ethics
Bias
Artificial Intelligence
@AmyKateNicho
Artificial Intelligence
Machine Learning
@AmyKateNicho
Artificial Intelligence
Machine Learning
Data ScienceStatistics
these technologies are for everyone
@AmyKateNicho
But …
Computing Systems that become
smarter with Experience
Experience = Past Data + Human Input
@AmyKateNicho
@AmyKateNicho
Supervised
Unsupervised
Reinforcement Learning
Anomaly Detection
RegressionClassification
Clustering
Agent Based Learning
https://azure.microsoft.com/en-us/documentation/articles/machine-learning-algorithm-choice/
What is Azure Machine Learning
APIML STUDIO
Jupyter Notebookshttps://gallery.cortanaintelligence.com/notebooks
@AmyKateNicho
Azure Machine Learning Web Serviceshttps://aka.ms/amlwebservice
@AmyKateNicho
Key Finding No.1 …
Real Data is Messy
Key Finding No.2 …
Experimentation is Key
Key Finding No.3 …
Make it Real
Microsoft Cognitive
Toolkit
Σ
Commodity Drag & Drop Code
Data Science
LanguagesAzure Machine
Learning
Cognitive
Services
Cortana Intelligence: Data to Intelligent Action
Action
People
Automated Systems
Apps
Web
Mobile
Bots
Intelligence
Dashboards &
Visualizations
Cortana
Bot
Framework
Cognitive
Services
Power BI
Information
Management
Event Hubs
Data Catalog
Data Factory
Machine Learning
and Analytics
HDInsight
(Hadoop and
Spark)
Stream Analytics
Intelligence
Data Lake
Analytics
Machine
Learning
Big Data Stores
SQL Data
Warehouse
Data Lake Store
Data Sources
Apps
Sensors and devices
Data
Key Takeaways …
amynic@microsoft.com
@AmyKateNicho
• Azure Machine Learning:
https://studio.azureml.net/
• Cortana Intelligence:
https://aka.ms/cortanaintelligencelink
• Microsoft Data Science Degree
Programme: https://aka.ms/dsdegree
• Are you working on projects in this
space? Get in touch: @AmyKateNicho
“Prediction is very difficult, especially
about the future …”
@AmyKateNicho
Niels Bohr: Attributed by Arthur K. Ellis' (1970) book Teaching and Learning
Elementary Social Studies.
“But find the right toolset and it can
help make you successful…”Amy Kate Nicholson: Future Decoded:
Azure Machine Learning Session (2016).
amynic@microsoft.com
@AmyKateNicho
• Azure Machine Learning:
https://studio.azureml.net/
• Cortana Intelligence:
https://aka.ms/cortanaintelligencelink
• Microsoft Data Science Degree
Programme: https://aka.ms/dsdegree
• Are you working on projects in this
space? Get in touch: @AmyKateNicho
Key Takeaways …
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