BIL712 Machine Learning

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Semester	Fall 2016
Instructor	Prof. Dr. Ilyas Cicekli Email: ilyas@cs.hacettepe.edu.tr
Class Hours	Wednesday 13:30-16:00 Classroom D10

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Text Book

Machine Learning, Tom Mitchell, McGraw Hill, 1997.

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Grading

Final :50%

Homeworks:50%

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Course Syllabus (Subject to revision)

Introduction

Concept Learning and the General-to-Specific Ordering

Decision Tree Learning

Artificial Neural Networks

Bayesian Learning

Instance-Based Learning

Support Vector Machines

Genetic Algorithms

Learning Sets of Rules

Analytical Learning

Combining Inductive and Analytical Learning

Reinforcement Learning

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Lecture Notes:

• lec00-introduction
• lec01-conceptLearning
• lec02-DecisionTree
• lec03-NeuralNetwork
• lec04-BayesianLearning
• lec05-InstanceBased
• lec06-SVM
• lec07-GA
• lec08-LearingRules
• lec09-Clustering

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Announcements:

· HW01 (Due Date: November 16, 2016)

o Sample Files: functionAttributes.txt trainingSet.txt evaluationSet.txt

· HW02 (Due Date: December 16, 2016)

o TrainingAndTestFiles: ProgAssg02.rar

· Final Exam is on December 28, 2016 (Wednesday), 13:30 (D10)

Grades:

grades

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