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Induction and Decision Tree Learning (Part 1)

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COSC 4350 and 5350 Artificial Intelligence Induction and Decision Tree Learning (Part 1) Dr. Lappoon R. Tang
Overview ,[object Object],[object Object],[object Object],[object Object]
Readings ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is Machine Learning? ,[object Object],[object Object]
What is Machine Learning? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is Machine Learning? ,[object Object],[object Object],[object Object],[object Object]
Why Study Learning? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Why Study Learning? (Cont’d) ,[object Object],[object Object],[object Object],[object Object],[object Object]
Different Types of Learning ,[object Object],[object Object],[object Object],[object Object]
Different Types of Learning (Cont’d) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Brief History of Machine Learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Inductive learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Inductive learning method ,[object Object],[object Object],[object Object],Outlier / Noise
Inductive learning method (cont’d) ,[object Object],[object Object],[object Object]
Inductive learning method (cont’d) ,[object Object],[object Object],[object Object]
Inductive learning method (cont’d) ,[object Object],[object Object],[object Object]
Inductive learning method (cont’d) ,[object Object],[object Object],[object Object]
Inductive learning method: Ockham’s Razor ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],1 2 3 4

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Induction and Decision Tree Learning (Part 1)

  • 1. COSC 4350 and 5350 Artificial Intelligence Induction and Decision Tree Learning (Part 1) Dr. Lappoon R. Tang
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