What is Machine Learning
Predictive computing systems become smarter with experience. Ambient intelligence and Machine learning go hand in hand.
“Delivering on one of the old dreams of Microsoft co-founder Bill Gates: Computers that can see, hear and understand.”
John PlattDistinguished scientist at Microsoft Research
Goal
“The goal of machine learning is to build computer systems that can adapt and learn from their experience.”
– Tom Dietterich
Predictive Analytics use cases
Vision Analytics
Recommenda-tion engines
Advertising analysis
Weather forecasting for business planning
Social network analysis
Legal discovery and document archiving
Pricing analysis
Fraud detection
Churn analysis
Equipment monitoring
Location-based tracking and services
Personalized Insurance
Machine learning – High level Architecture
PowerBI/DashboardsMobile AppsWeb Apps
ML API service Developer
Azure Portal & ML API service
Azure Ops Team
ML Studio
Data Scientist
HDInsight
Azure Storage
Desktop Data
Classes of Learning Problems
• Classification
• Regression
• Ranking
• Clustering
• Dimensionality reduction