电子科技大学：《统计学习理论及应用 Statistical Learning Theory and Applications》课程教学资源（课件讲稿，英文版）Lecture 04 Perceptron

Statistical Learning Theory and Applications Lecture 4 Perceptron Instructor:Quan Wen SCSE@UESTC Fal,2021

Statistical Learning Theory and Applications Lecture 4 Perceptron Instructor: Quan Wen SCSE@UESTC Fall, 2021

Outline (Level 1) 1Preparatory knowledge 2 Perceptron concept 3 Learning strategies of perceptron 4 Perceptron learning algorithm 5 Convergence of perceptron learning algorithm 6 Dual form of perceptron learning algorithm 1/66

Outline (Level 1) 1 Preparatory knowledge 2 Perceptron concept 3 Learning strategies of perceptron 4 Perceptron learning algorithm 5 Convergence of perceptron learning algorithm 6 Dual form of perceptron learning algorithm 1 / 66

Topics: ●Perceptron concept Perceptron learning strategy o Perceptron learning algorithm o Dual form of perceptron algorithm Key points and difficulties: oKey points:Perceptron learning strategy o Difficulties:Dual form of perceptron algorithm 2/66

Topics: Perceptron concept Perceptron learning strategy Perceptron learning algorithm Dual form of perceptron algorithm Key points and difficulties: Key points: Perceptron learning strategy Difficulties: Dual form of perceptron algorithm 2 / 66

Outline (Level 1) Preparatory knowledge Perceptron concept Learning strategies of perceptron Perceptron learning algorithm Convergence of perceptron learning algorithm Dual form of perceptron learning algorithm 3/66

Outline (Level 1) 1 Preparatory knowledge 2 Perceptron concept 3 Learning strategies of perceptron 4 Perceptron learning algorithm 5 Convergence of perceptron learning algorithm 6 Dual form of perceptron learning algorithm 3 / 66

1.Preparatory knowledge Structure of a Typical Neuron Dendrites- Axon Terminals Nucleus Node of Ranvier Schwann's Cells Axon Myelin Sheath Cell Body 4/66

1. Preparatory knowledge 4 / 66