电子科技大学：《随机过程及应用 Stochastic Processes and Applications》课程教学资源（课件讲稿）第6章 马尔科夫过程 第5节 连续参数马尔可夫链

电子科技大学：《敏感材料与传感器 Sensitive Materials and Sensors》课程教学资源（课件讲稿）第九章 专题讲座 第一节 柔性电子学 Flexible Electronics

电子科技大学：《敏感材料与传感器 Sensitive Materials and Sensors》课程教学资源（课件讲稿）第九章 专题讲座 第三节 电子皮肤 E-skin

1 Definition of Statistical Learning 2 Application Case of Statistical Pattern Recognition 3 SPR System Framework and Design Cycle 4 Basic Concepts 5 Machine Learning in Different AI Disciplines

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 History 2 Preparatory knowledge 3 XOR problem 4 MLP is doing what? 5 Tilling Algorithm 6 Learning algorithm for MLP of differentiable activation function

1 Probability Density Estimation 2 Maximum Likelihood Estimation 3 MAP estimation 4 Bayesian estimation 5 Expectation maximization

1 K-Means Clustering Algorithm 2 PageRank

1 Density Estimation 2 Histogram Method 3 Parzen Window 4 k-nearest neighbors 5 Summary of nonparametric models

1 感知机的概念 2 感知机的学习策略 3 感知机学习算法 4 感知机学习算法的对偶形式