Ch01

概率统计全景

Overview of Probability & Statistics

Ch02

统计描述

Descriptive Statistics

Ch03

古典概型

Classical Probability

Ch04

离散随机变量

Discrete Random Variables

Ch05

离散分布

Discrete Distributions

Ch06

连续随机变量

Continuous Random Variables

Ch07

连续分布

Continuous Distributions

Ch08

条件概率

Conditional Probability

Ch09

一元高斯分布

Univariate Gaussian

Ch10

二元高斯分布

Bivariate Gaussian

Ch11

多元高斯分布

Multivariate Gaussian

Ch12

条件高斯分布

Conditional Gaussian

Ch13

协方差矩阵

Covariance Matrix

Ch14

再谈随机变量

More on Random Variables

Ch15

蒙特卡洛模拟

Monte Carlo Simulation

Ch16

频率派统计推断

Frequentist Inference

Ch17

概率密度估计

Density Estimation

Ch18

贝叶斯分类

Bayesian Classification

Ch19

深入贝叶斯分类

Advanced Bayesian Classification

Ch20

贝叶斯推断入门

Intro to Bayesian Inference

Ch21

深入贝叶斯推断

Advanced Bayesian Inference

Ch22

MCMC模拟

Markov Chain Monte Carlo

Ch23

马氏距离

Mahalanobis Distance

Ch24

线性回归

Linear Regression

Ch25

主成分分析

PCA