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

1 Basic principle 2 Multiple classifier combination 3 Bagging 4 Boosting

《生物药剂学与药物动力学》课程教学资源（PPT课件）12 统计矩原理在药物动力学研究中的应用

上海应用技术大学（上海应用技术学院）：《物理化学》课程教学课件（讲稿）第九章 统计热力学初步 Foundations of Statistical Thermodynamics

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 A problem in perceptron 2 Linear SVM in LSC 3 SVM in LIC 4 Kernel Functions 5 Nonlinear SVM 6 SMO Algorithm

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

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