Machine Learning Tutorial

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1 Machine Learning Tutorial Wei-Lun Chao, First edited in December, 2011 DISP Lab, Graduate Institute of Communication Engineering, National Taiwan University Contents 1. Introduction 3 2. What is Machine Learning 4 Notation of Dataset 4 Training Set and Test Set 4 No Free Lunch Rule 6 Relationships with Other Disciplines 7 3. Basic Concepts and Ideals of Machine Learning 8 Designing versus Learning 8 The Categorization of Machine Learning 9 The Structure of Learning 10 What are We Seeking? 13 The Optimization Criterion of Supervised Learning 14 The Strategies of Supervised Learning 20 4.

3 1. Introduction In the topics of face recognition, face detection, and facial age estimation, machine learning plays an important …

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