Review of Machine Learning from 365

• Organizational Issues
• 415.706FC Web Page
• Textbook
• Contents
• Introduction
• Datamining versus Machine Learning
• Success Stories
• Definition of Learning
• Example Learning Problems
• Definition Continued
• Designing a Learning System
• Direct versus Indirect Learning
• Teacher or not?
• Choose Training Experience
• Choose a Target Function
• Choose a Target Function cont.
• Choose Rep. for Target Func.
• Expressibility Tradeoff
• Choose a SIMPLE Representation
• Design So Far
• Choose Function Approx. Algo.
• Choose Learning Algorithm
• Least Mean Squares
• LMS Algorithm
• Design Methodology
• Design Choices
• Summary of Design Choices
• Other Approaches
• Learning as Search
• Research Issues
• Summary
• Summary cont.