AZURE MACHINE LEARNING Bringing New Value To Old Data SQL Saturday #444 2015.

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Presentation transcript:

AZURE MACHINE LEARNING Bringing New Value To Old Data SQL Saturday #

ACKNOWLEDGEMENTS Greg R. Beaumont – Rise of the Machine (Learning) Thanks Greg!

ABOUT CHASE Q. AUCOIN Height: 6’10” Last name pronounced: Oak-Wine Current Position: Development Lead of Communications at VinSolutions Nearly a decade of data and software architecture experience Let’s connect on LinkedIn

WHAT I HOPE YOU GET OUT OF THIS SESSION What Is Machine Learning How Can Predictive Analytics & Azure ML Add Value To My Organization What Is Azure ML, & Why Is It Different From Traditional ML Tools Example Use Cases For Azure ML How Do I Get Started With Azure ML and Machine Learning Questions & Answers / Shameless Self Promotion

WHAT IS MACHINE LEARNING? Machine learning explores the study and construction of algorithms that can learn from and make predictions on data. Such algorithms operate by building a model from example inputs in order to make data-driven predictions or decisions, rather than following strictly static program instructions. Machine learning is closely related to and often overlaps with computational statistics; a discipline that also specializes in prediction-making. It has strong ties to mathematical optimization, which delivers methods, theory and application domains to the field.

WHAT IS MACHINE LEARNING?

ML|DATA MINING|DATA SCIENCE|AI|BIG DATA

Statistics

ML|DATA MINING|DATA SCIENCE|AI|BIG DATA Statistics Data Science

ML|DATA MINING|DATA SCIENCE|AI|BIG DATA Statistics Data Science Predictive Analytics

ML|DATA MINING|DATA SCIENCE|AI|BIG DATA Statistics Data Science Predictive Analytics Machine Learning

ML|DATA MINING|DATA SCIENCE|AI|BIG DATA Statistics Data Science Predictive Analytics Machine Learning Data Mining

ML|DATA MINING|DATA SCIENCE|AI|BIG DATA Statistics Data Science Predictive Analytics Machine Learning Data Mining Big Data Massive volumes of structured and unstructured data.

ML|DATA MINING|DATA SCIENCE|AI|BIG DATA Statistics Data Science Predictive Analytics Machine Learning Data Mining Big Data Artificial Intelligence “The study and design of intelligent agents” and the creation of machines that learn Massive volumes of structured and unstructured data.

MACHINE LEARNING SUCCESS STORIES

Halo player matching

MACHINE LEARNING SUCCESS STORIES Halo player matching SPAM filters

MACHINE LEARNING SUCCESS STORIES Halo player matching SPAM filters Recommendation Engines

MACHINE LEARNING SUCCESS STORIES Halo player matching SPAM filters Recommendation Engines Handwriting Recognition

MACHINE LEARNING SUCCESS STORIES Halo player matching SPAM filters Recommendation Engines Handwriting Recognition News Story Clustering

MACHINE LEARNING SUCCESS STORIES Halo player matching SPAM filters Recommendation Engines Handwriting Recognition News Story Clustering Credit Fraud Detection

MACHINE LEARNING SUCCESS STORIES Halo player matching SPAM filters Recommendation Engines Handwriting Recognition News Story Clustering Credit Fraud Detection Self Driving Cars

MACHINE LEARNING SUCCESS STORIES Halo player matching SPAM filters Recommendation Engines Handwriting Recognition News Story Clustering Credit Fraud Detection Self Driving Cars Robotics

MACHINE LEARNING SUCCESS STORIES Halo player matching SPAM filters Recommendation Engines Handwriting Recognition News Story Clustering Credit Fraud Detection Self Driving Cars Robotics Image Recognition

Business Need

Intuition

Business Need Intuition Business Analysis

Business Need Intuition Business Analysis Technical Analysis

Business Need Intuition Business Analysis Technical Analysis Development

Business Need Intuition Business Analysis Technical Analysis DevelopmentDeployment

Business Need Intuition Business Analysis Technical Analysis DevelopmentDeploymentValidation

DEMO | SANITIZATION & FEATURE SELECTION

DEMO | TRAINING A MODEL

DEMO | EVALUATION & VALIDATION

DEMO | DEPLOYMENT & UTILIZATION

SHAMELESS SELF PROMOTION Education & Assistance: Coding Patterns/Practices, Building To Scale, WCF, Cloud Patterns, API Management, Machine Learning, Azure Administration, Deployment Automation: Phone/Text: Cupcake Factory – Distributed services made easy. Ask about alpha access!

REFERENCES Greg R. Beaumont – Rise of the Machine (Learning)  Azure ML Pricing & Info  Azure ML Studio  Azure ML Gallery 

QUESTIONS AND ANSWERS Go ahead. Get it off your chest. I’m listening.

THANK YOU!!