高端课程：人工智能、大数据与复杂系统

01-复杂系统 [153.38M]

[wuyunzy.cn]1.1物理预测的胜利与失效.mp4 [56.75M]

[wuyunzy.cn]1.2预测失效原因.mp4 [19.91M]

[wuyunzy.cn]1.3复杂系统引论.mp4 [40.68M]

[wuyunzy.cn]1.4生活实例与本章答疑.mp4 [36.04M]

02-大数据与机器学习 [48.01M]

[wuyunzy.cn]2.1大数据预测因为.mp4 [36.91M]

[wuyunzy.cn]2.2大数据与机器学习.mp4 [11.10M]

03-人工智能的三个阶段 [673.69M]

[wuyunzy.cn]3.10课程大纲（二）.mp4 [31.64M]

[wuyunzy.cn]3.1规则阶段.mp4 [100.85M]

[wuyunzy.cn]3.2机器学习阶段发展至连接主义阶段.mp4 [18.59M]

[wuyunzy.cn]3.3课间答疑.mp4 [175.56M]

[wuyunzy.cn]3.4连接主义阶段发展至学习阶段.mp4 [49.35M]

[wuyunzy.cn]3.5三个阶段总结分析.mp4 [22.08M]

[wuyunzy.cn]3.6人工智能的应用（一）.mp4 [43.33M]

[wuyunzy.cn]3.7人工智能的应用（二）.mp4 [24.59M]

[wuyunzy.cn]3.8课间答疑.mp4 [169.51M]

[wuyunzy.cn]3.9课程大纲（一）.mp4 [38.19M]

04-高等数学—元素和极限 [509.66M]

[wuyunzy.cn]4.10级数的收敛.mp4 [47.75M]

[wuyunzy.cn]4.11极限的定义.mp4 [39.12M]

[wuyunzy.cn]4.12极限的四则运算.mp4 [33.32M]

[wuyunzy.cn]4.13极限的复合.mp4 [25.13M]

[wuyunzy.cn]4.14连续性.mp4 [40.51M]

[wuyunzy.cn]4.1实数的定义（一）.mp4 [32.77M]

[wuyunzy.cn]4.2实数的定义（二）.mp4 [41.81M]

[wuyunzy.cn]4.3实数的定义（三）.mp4 [36.73M]

[wuyunzy.cn]4.4实数的元素个数（一）.mp4 [22.67M]

[wuyunzy.cn]4.5实数的元素个数（二）.mp4 [37.52M]

[wuyunzy.cn]4.6自然数个数少于实数个数（一）.mp4 [38.61M]

[wuyunzy.cn]4.7自然数个数少于实数个数（二）.mp4 [44.61M]

[wuyunzy.cn]4.8无穷大之比较（一）.mp4 [44.13M]

[wuyunzy.cn]4.9无穷大之比较（二）.mp4 [24.98M]

05-复杂网络经济学应用 [218.90M]

[wuyunzy.cn]5.1用网络的思维看经济结构.mp4 [46.12M]

[wuyunzy.cn]5.2复杂网络认识前后.mp4 [56.31M]

[wuyunzy.cn]5.3从网络结构看不同地区（一）.mp4 [75.10M]

[wuyunzy.cn]5.4从网络结构看不同地区（二）.mp4 [41.37M]

06-机器学习与监督算法 [326.64M]

[wuyunzy.cn]6.1什么是机器学习.mp4 [24.50M]

[wuyunzy.cn]6.2机器学习的类型.mp4 [44.11M]

[wuyunzy.cn]6.3简单回归实例（一）.mp4 [43.03M]

[wuyunzy.cn]6.4简单回归实例（二）.mp4 [34.32M]

[wuyunzy.cn]6.5简单回归实例（三）.mp4 [180.68M]

07-阿尔法狗与强化学习算法 [203.24M]

[wuyunzy.cn]7.1人工智能的发展.mp4 [41.85M]

[wuyunzy.cn]7.2强化学习算法（一）.mp4 [31.45M]

[wuyunzy.cn]7.3强化学习算法（二）.mp4 [50.43M]

[wuyunzy.cn]7.4强化学习算法（三）.mp4 [32.96M]

[wuyunzy.cn]7.5alphago给我们的启示.mp4 [20.95M]

[wuyunzy.cn]7.6无监督学习.mp4 [25.60M]

08-高等数学—两个重要的极限定理 [158.11M]

[wuyunzy.cn]8.1元素与极限的知识点回顾.mp4 [40.45M]

[wuyunzy.cn]8.2第一个重要极限定理的证明（一）.mp4 [38.70M]

[wuyunzy.cn]8.3第一个重要极限定理的证明（二）.mp4 [26.35M]

[wuyunzy.cn]8.4夹逼定理.mp4 [24.83M]

[wuyunzy.cn]8.5第二个重要极限定理的证明.mp4 [27.78M]

09-高等数学—导数 [338.28M]

[wuyunzy.cn]9.10泰勒展开的证明.mp4 [37.57M]

[wuyunzy.cn]9.1导数的定义.mp4 [38.60M]

[wuyunzy.cn]9.2初等函数的导数.mp4 [45.30M]

[wuyunzy.cn]9.3反函数的导数（一）.mp4 [20.92M]

[wuyunzy.cn]9.4反函数的导数（二）.mp4 [26.92M]

[wuyunzy.cn]9.5复合函数的导数.mp4 [28.73M]

[wuyunzy.cn]9.6泰勒展开.mp4 [17.03M]

[wuyunzy.cn]9.7罗尔定理.mp4 [25.67M]

[wuyunzy.cn]9.8微分中值定理和柯西中值定理.mp4 [52.42M]

[wuyunzy.cn]9.9洛比塔法则.mp4 [45.12M]

10-贝叶斯理论 [615.03M]

[wuyunzy.cn]10.10贝叶斯于机器学习（一）.mp4 [47.62M]

[wuyunzy.cn]10.11贝叶斯于机器学习（二）.mp4 [20.46M]

[wuyunzy.cn]10.12贝叶斯决策（一）.mp4 [34.84M]

[wuyunzy.cn]10.13贝叶斯决策（二）.mp4 [45.05M]

[wuyunzy.cn]10.14贝叶斯决策（三）.mp4 [65.28M]

[wuyunzy.cn]10.1梯度优化（一）.mp4 [61.02M]

[wuyunzy.cn]10.2梯度优化（二）.mp4 [67.83M]

[wuyunzy.cn]10.3概率基础【17358309816】.mp4 [35.55M]

[wuyunzy.cn]10.4概率与事件.mp4 [37.38M]

[wuyunzy.cn]10.5贝叶斯推理（一）.mp4 [35.91M]

[wuyunzy.cn]10.6贝叶斯推理（二）.mp4 [37.13M]

[wuyunzy.cn]10.7贝叶斯推理（三）.mp4 [30.98M]

[wuyunzy.cn]10.8辛普森案件【17358309816】.mp4 [52.39M]

[wuyunzy.cn]10.9贝叶斯推理深入.mp4 [43.60M]

11-高等数学—泰勒展开 [201.22M]

[wuyunzy.cn]11.1泰勒展开.mp4 [41.11M]

[wuyunzy.cn]11.2展开半径.mp4 [27.59M]

[wuyunzy.cn]11.3欧拉公式.mp4 [48.30M]

[wuyunzy.cn]11.4泰勒展开求极限（一）.mp4 [27.06M]

[wuyunzy.cn]11.5泰勒展开求极限（二）.mp4 [57.16M]

12-高等数学—偏导数 [137.73M]

[wuyunzy.cn]12.1偏导数的对称性.mp4 [34.78M]

[wuyunzy.cn]12.2链式法则.mp4 [34.32M]

[wuyunzy.cn]12.3梯度算符、拉氏算符.mp4 [68.64M]

13-高等数学—积分 [162.01M]

[wuyunzy.cn]13.1黎曼积.mp4 [22.41M]

[wuyunzy.cn]13.2微积分基本定理.mp4 [54.34M]

[wuyunzy.cn]13.3分部积分（一）.mp4 [46.49M]

[wuyunzy.cn]13.4分部积分（二）.mp4 [38.77M]

14-高等数学—正态分布 [188.94M]

[wuyunzy.cn]14.1标准正态分布.mp4 [49.08M]

[wuyunzy.cn]14.2中心极限定理.mp4 [34.08M]

[wuyunzy.cn]14.3误差函数.mp4 [28.92M]

[wuyunzy.cn]14.4二维正态分布.mp4 [44.05M]

[wuyunzy.cn]14.5多维正态分布.mp4 [32.81M]

15-朴素贝叶斯和最大似然估计 [476.63M]

[wuyunzy.cn]15.10朴素贝叶斯（三）.mp4 [63.84M]

[wuyunzy.cn]15.11最大似然估计（一）.mp4 [24.68M]

[wuyunzy.cn]15.12最大似然估计（二）.mp4 [51.42M]

[wuyunzy.cn]15.1蒙特卡洛分析（一）.mp4 [49.18M]

[wuyunzy.cn]15.2蒙特卡洛分析（二）.mp4 [34.77M]

[wuyunzy.cn]15.3贝叶斯先验.mp4 [47.41M]

[wuyunzy.cn]15.4先验到后验的过程.mp4 [21.71M]

[wuyunzy.cn]15.5朴素贝叶斯（一）.mp4 [33.49M]

[wuyunzy.cn]15.6朴素贝叶斯（二）.mp4 [40.55M]

[wuyunzy.cn]15.7算法设计.mp4 [22.30M]

[wuyunzy.cn]15.8tf-idf（一）.mp4 [47.24M]

[wuyunzy.cn]15.9tf-idf（二）.mp4 [40.03M]

16-线 [456.78M]

[wuyunzy.cn]16.10常规线空间.mp4 [52.42M]

[wuyunzy.cn]16.11线关.mp4 [36.32M]

[wuyunzy.cn]16.12秩.mp4 [55.00M]

[wuyunzy.cn]16.1线代数概述.mp4 [36.24M]

[wuyunzy.cn]16.2线代数应用方法论.mp4 [17.40M]

[wuyunzy.cn]16.3线律.mp4 [44.41M]

[wuyunzy.cn]16.4线空间.mp4 [17.05M]

[wuyunzy.cn]16.5线空间八条法则（一）.mp4 [51.45M]

[wuyunzy.cn]16.6线空间八条法则（二）.mp4 [46.92M]

[wuyunzy.cn]16.7线空间八条法则（三）.mp4 [31.46M]

[wuyunzy.cn]16.8连续傅.mp4 [26.85M]

[wuyunzy.cn]16.9傅立.mp4 [41.26M]

17-数据科学和统计学（上） [515.79M]

[wuyunzy.cn]17.10随机变量（二）.mp4 [15.26M]

[wuyunzy.cn]17.11换门的概率模拟计算（一）.mp4 [58.96M]

[wuyunzy.cn]17.12换门的概率模拟计算（二）.mp4 [37.75M]

[wuyunzy.cn]17.13换门的概率模拟计算（三）.mp4 [50.50M]

[wuyunzy.cn]17.1课程overview.mp4 [36.35M]

[wuyunzy.cn]17.2回顾统计学（一）.mp4 [65.35M]

[wuyunzy.cn]17.3回顾统计学（二）.mp4 [52.93M]

[wuyunzy.cn]17.4回顾统计学（三）.mp4 [28.10M]

[wuyunzy.cn]17.5回顾数据科学（一）.mp4 [33.76M]

[wuyunzy.cn]17.6回顾数据科学（二）和教材介绍.mp4 [60.80M]

[wuyunzy.cn]17.7r和rstudio等介绍（一）.mp4 [24.96M]

[wuyunzy.cn]17.8r和rstudio等介绍（二）.mp4 [29.73M]

[wuyunzy.cn]17.9随机变量（一）.mp4 [21.35M]

18-线代数—矩阵、等价类和行列式 [570.28M]

[wuyunzy.cn]18.10等价类.mp4 [57.41M]

[wuyunzy.cn]18.11行列式（一）.mp4 [28.29M]

[wuyunzy.cn]18.12行列式（二）.mp4 [38.16M]

[wuyunzy.cn]18.13行列式（三）.mp4 [52.37M]

[wuyunzy.cn]18.1线代数知识点回顾.mp4 [32.08M]

[wuyunzy.cn]18.2矩阵表示线变化.mp4 [31.26M]

[wuyunzy.cn]18.3可矩阵表示坐标变化.mp4 [64.91M]

[wuyunzy.cn]18.4相似矩阵.mp4 [68.16M]

[wuyunzy.cn]18.5相似矩阵表示相同线变化.mp4 [22.81M]

[wuyunzy.cn]18.6线代数解微分方程.mp4 [67.44M]

[wuyunzy.cn]18.7矩阵的运算—转秩（一）.mp4 [41.89M]

[wuyunzy.cn]18.8矩阵的运算—转秩（二）.mp4 [34.80M]

[wuyunzy.cn]18.9等价关系.mp4 [30.69M]

19-python基础课程（上） [440.76M]

[wuyunzy.cn]19.10变量类型—字符串类型（三）.mp4 [42.36M]

[wuyunzy.cn]19.11变量类型—列表类型（一）.mp4 [25.40M]

[wuyunzy.cn]19.12变量类型—列表类型（二）.mp4 [39.63M]

[wuyunzy.cn]19.13变量类型—列表类型（三）.mp4 [21.45M]

[wuyunzy.cn]19.14变量类型—语言组类型、字典类型（一）.mp4 [29.90M]

[wuyunzy.cn]19.15变量类型—字典类型（二）.mp4 [32.03M]

[wuyunzy.cn]19.1python介绍（一）.mp4 [31.57M]

[wuyunzy.cn]19.2python介绍（二）.mp4 [39.90M]

[wuyunzy.cn]19.3变量—命名规范.mp4 [30.52M]

[wuyunzy.cn]19.4变量—代码规范.mp4 [21.17M]

[wuyunzy.cn]19.5变量类型—数值类型.mp4 [23.48M]

[wuyunzy.cn]19.6变量类型—bool类型.mp4 [21.10M]

[wuyunzy.cn]19.7变量类型—字符串类型（一）.mp4 [27.30M]

[wuyunzy.cn]19.8课间答疑.mp4 [21.42M]

[wuyunzy.cn]19.9变量类型—字符串类型（二）.mp4 [33.52M]

20-线代数—特征值与特征向量 [473.86M]

[wuyunzy.cn]20.10线代数核心定理.mp4 [28.68M]

[wuyunzy.cn]20.11对偶空间（一）.mp4 [28.56M]

[wuyunzy.cn]20.12对偶空间（二）.mp4 [46.73M]

[wuyunzy.cn]20.13欧氏空间与闵氏空间.mp4 [23.53M]

[wuyunzy.cn]20.14厄米矩阵.mp4 [11.39M]

[wuyunzy.cn]20.1线代数知识点回顾.mp4 [29.06M]

[wuyunzy.cn]20.2例题讲解（一）.mp4 [34.51M]

[wuyunzy.cn]20.3例题讲解（二）.mp4 [34.44M]

[wuyunzy.cn]20.4例题讲解（三）.mp4 [40.60M]

[wuyunzy.cn]20.5特征值与特征向量的物理意义.mp4 [68.79M]

[wuyunzy.cn]20.6特征值与特征向量的性质（一）.mp4 [16.79M]

[wuyunzy.cn]20.7特征值与特征向量的性质（二）.mp4 [47.57M]

[wuyunzy.cn]20.8本征值的计算（一）.mp4 [31.39M]

[wuyunzy.cn]20.9本征值的计算（二）.mp4 [31.82M]

21-监督学习框架 [468.25M]

[wuyunzy.cn]21.10knn(k最近邻)算法（二）.mp4 [39.83M]

[wuyunzy.cn]21.11knn(k最近邻)算法（三）.mp4 [19.84M]

[wuyunzy.cn]21.12线性分类器.mp4 [28.38M]

[wuyunzy.cn]21.13高斯判别模型（一）.mp4 [23.77M]

[wuyunzy.cn]21.14高斯判别模型（二）.mp4 [34.18M]

[wuyunzy.cn]21.1经验误差和泛化误差.mp4 [43.26M]

[wuyunzy.cn]21.2最大后验估计.mp4 [42.58M]

[wuyunzy.cn]21.3正则化.mp4 [18.82M]

[wuyunzy.cn]21.4lasso回归.mp4 [45.80M]

[wuyunzy.cn]21.5超参数（一）.mp4 [34.29M]

[wuyunzy.cn]21.6超参数（二）.mp4 [26.77M]

[wuyunzy.cn]21.7监督学习框架（一）.mp4 [32.13M]

[wuyunzy.cn]21.8监督学习框架（二）.mp4 [42.39M]

[wuyunzy.cn]21.9knn(k最近邻)算法（一）.mp4 [36.21M]

22-python基础课程（下） [378.28M]

[wuyunzy.cn]22.10函数（三）.mp4 [28.54M]

[wuyunzy.cn]22.11函数（四）.mp4 [33.92M]

[wuyunzy.cn]22.12类（一）.mp4 [29.36M]

[wuyunzy.cn]22.13类（二）.mp4 [26.83M]

[wuyunzy.cn]22.14类（三）.mp4 [24.82M]

[wuyunzy.cn]22.1条件判断（一）.mp4 [36.45M]

[wuyunzy.cn]22.2条件判断（二）.mp4 [32.63M]

[wuyunzy.cn]22.3循环（一）.mp4 [16.56M]

[wuyunzy.cn]22.4循环（二）.mp4 [25.58M]

[wuyunzy.cn]22.5课间答疑.mp4 [25.60M]

[wuyunzy.cn]22.6循环（三）.mp4 [24.84M]

[wuyunzy.cn]22.7循环（四）.mp4 [30.15M]

[wuyunzy.cn]22.8函数（一）.mp4 [18.46M]

[wuyunzy.cn]22.9函数（二）.mp4 [24.54M]

23-pca、降维方法引入 [290.63M]

[wuyunzy.cn]23.1无监督学习框架.mp4 [25.36M]

[wuyunzy.cn]23.2降维存在的原因.mp4 [21.27M]

[wuyunzy.cn]23.3pca数学分析方法（一）.mp4 [31.34M]

[wuyunzy.cn]23.4pca数学分析方法（二）.mp4 [41.67M]

[wuyunzy.cn]23.5pca数学分析方法（三）.mp4 [29.07M]

[wuyunzy.cn]23.6pca数学分析方法（四）.mp4 [34.13M]

[wuyunzy.cn]23.7pca之外的降维方法—lda.mp4 [16.30M]

[wuyunzy.cn]23.8pca背后的假设（一）.mp4 [41.91M]

[wuyunzy.cn]23.9pca背后的假设（二）.mp4 [49.58M]

24-数据科学和统计学（下） [327.48M]

[wuyunzy.cn]24.10参数估计（一）.mp4 [26.36M]

[wuyunzy.cn]24.11参数估计（二）.mp4 [20.68M]

[wuyunzy.cn]24.12假设检验（一）.mp4 [16.32M]

[wuyunzy.cn]24.13假设检验（二）.mp4 [23.42M]

[wuyunzy.cn]24.1课程overview.mp4 [21.32M]

[wuyunzy.cn]24.2理解统计思想（一）.mp4 [22.23M]

[wuyunzy.cn]24.3理解统计思想（二）.mp4 [54.02M]

[wuyunzy.cn]24.4理解统计思想（三）.mp4 [21.84M]

[wuyunzy.cn]24.5概率空间.mp4 [14.83M]

[wuyunzy.cn]24.6随机变量（一）.mp4 [32.26M]

[wuyunzy.cn]24.7随机变量（二）.mp4 [16.79M]

[wuyunzy.cn]24.8随机变量（三）.mp4 [44.97M]

[wuyunzy.cn]24.9随机变量（四）.mp4 [12.42M]

25-python操作数据库、 python爬虫 [764.13M]

[wuyunzy.cn]25.10python操作数据库（二）.mp4 [39.13M]

[wuyunzy.cn]25.11python操作数据库（三）.mp4 [22.91M]

[wuyunzy.cn]25.12python操作数据库（四）.mp4 [47.88M]

[wuyunzy.cn]25.13python爬虫（一）.mp4 [65.29M]

[wuyunzy.cn]25.14python爬虫（二）.mp4 [84.90M]

[wuyunzy.cn]25.15python爬虫（三）.mp4 [59.24M]

[wuyunzy.cn]25.16python爬虫（四）.mp4 [57.77M]

[wuyunzy.cn]25.17python爬虫（五）.mp4 [69.90M]

[wuyunzy.cn]25.1课程介绍.mp4 [22.96M]

[wuyunzy.cn]25.2认识关系型数据库（一）.mp4 [45.99M]

[wuyunzy.cn]25.3认识关系型数据库（二）.mp4 [45.07M]

[wuyunzy.cn]25.4mysql数据库与excel的不同.mp4 [25.87M]

[wuyunzy.cn]25.5命令行操作数据库（一）.mp4 [43.94M]

[wuyunzy.cn]25.6命令行操作数据库（二）.mp4 [40.99M]

[wuyunzy.cn]25.7命令行操作数据库（三）.mp4 [19.77M]

[wuyunzy.cn]25.8命令行操作数据库（四）.mp4 [39.65M]

[wuyunzy.cn]25.9python操作数据库（一）.mp4 [32.85M]

26-线分类器 [396.46M]

[wuyunzy.cn]26.10perceptron（三）.mp4 [31.52M]

[wuyunzy.cn]26.11perceptron（四）.mp4 [30.99M]

[wuyunzy.cn]26.12熵与信息（一）.mp4 [22.88M]

[wuyunzy.cn]26.13熵与信息（二）.mp4 [25.34M]

[wuyunzy.cn]26.1lasso：alpha参数与准确率（一）.mp4 [24.66M]

[wuyunzy.cn]26.2lasso：alpha参数与准确率（二）.mp4 [15.98M]

[wuyunzy.cn]26.3lasso：alpha参数与准确率（三）.mp4 [62.14M]

[wuyunzy.cn]26.4线分类器.mp4 [24.04M]

[wuyunzy.cn]26.5lda（一）.mp4 [24.85M]

[wuyunzy.cn]26.6lda（二）.mp4 [27.13M]

[wuyunzy.cn]26.7lda（三）.mp4 [32.60M]

[wuyunzy.cn]26.8perceptron（一）.mp4 [45.24M]

[wuyunzy.cn]26.9perceptron（二）.mp4 [29.09M]

27-python进阶（上） [440.11M]

[wuyunzy.cn]27.10pandas基本操作（四）.mp4 [26.13M]

[wuyunzy.cn]27.11pandas绘图（一）.mp4 [34.38M]

[wuyunzy.cn]27.12pandas绘图（二）.mp4 [37.92M]

[wuyunzy.cn]27.13pandas绘图（三）【17358309816】.mp4 [23.53M]

[wuyunzy.cn]27.14pandas绘图（四）.mp4 [46.94M]

[wuyunzy.cn]27.1numpy基本操作（一）.mp4 [31.03M]

[wuyunzy.cn]27.2numpy基本操作（二）.mp4 [24.54M]

[wuyunzy.cn]27.3numpy基本操作（三）.mp4 [27.38M]

[wuyunzy.cn]27.4numpy基本操作（四）.mp4 [18.17M]

[wuyunzy.cn]27.5numpy基本操作（五）.mp4 [28.95M]

[wuyunzy.cn]27.6numpy基本操作（六）.mp4 [25.70M]

[wuyunzy.cn]27.7pandas基本操作（一）.mp4 [42.09M]

[wuyunzy.cn]27.8pandas基本操作（二）【17358309816】.mp4 [34.98M]

[wuyunzy.cn]27.9pandas基本操作（三）.mp4 [38.37M]

28-scikit-learn [296.16M]

[wuyunzy.cn]28.1课程介绍.mp4 [29.67M]

[wuyunzy.cn]28.2scikit-learn介绍.mp4 [12.55M]

[wuyunzy.cn]28.3数据处理（一）【17358309816】.mp4 [38.72M]

[wuyunzy.cn]28.4数据处理（二）.mp4 [54.58M]

[wuyunzy.cn]28.5模型实例、模型选择（一）.mp4 [37.87M]

[wuyunzy.cn]28.6模型实例、模型选择（二）.mp4 [24.15M]

[wuyunzy.cn]28.7模型实例、模型选择（三）.mp4 [21.32M]

[wuyunzy.cn]28.8模型实例、模型选择（四）.mp4 [45.09M]

[wuyunzy.cn]28.9模型实例、模型选择（五）.mp4 [32.20M]

29-熵、逻辑斯蒂回归、svm引入 [396.52M]

[wuyunzy.cn]29.10逻辑斯蒂回归（三）.mp4 [40.61M]

[wuyunzy.cn]29.11逻辑斯蒂回归（四）.mp4 [40.62M]

[wuyunzy.cn]29.12逻辑斯蒂回归（五）.mp4 [24.38M]

[wuyunzy.cn]29.13svm引入.mp4 [15.52M]

[wuyunzy.cn]29.1熵（一）.mp4 [35.89M]

[wuyunzy.cn]29.2熵（二）.mp4 [38.12M]

[wuyunzy.cn]29.3熵（三）.mp4 [30.18M]

[wuyunzy.cn]29.4熵（四）.mp4 [32.72M]

[wuyunzy.cn]29.5熵（五）.mp4 [20.18M]

[wuyunzy.cn]29.6熵（六）.mp4 [31.30M]

[wuyunzy.cn]29.7熵（七）.mp4 [10.80M]

[wuyunzy.cn]29.8逻辑斯蒂回归（一）.mp4 [38.72M]

[wuyunzy.cn]29.9逻辑斯蒂回归（二）.mp4 [37.48M]

30-python进阶（下） [270.43M]

[wuyunzy.cn]30.1泰坦尼克数据处理与分析（一）.mp4 [29.29M]

[wuyunzy.cn]30.2泰坦尼克数据处理与分析（二）.mp4 [22.12M]

[wuyunzy.cn]30.3泰坦尼克数据处理与分析（三）.mp4 [22.34M]

[wuyunzy.cn]30.4泰坦尼克数据处理与分析（四）.mp4 [28.36M]

[wuyunzy.cn]30.5泰坦尼克数据处理与分析（五）.mp4 [27.54M]

[wuyunzy.cn]30.6泰坦尼克数据处理与分析（六）.mp4 [20.68M]

[wuyunzy.cn]30.7泰坦尼克数据处理与分析（七）.mp4 [38.10M]

[wuyunzy.cn]30.8泰坦尼克数据处理与分析（八）.mp4 [40.47M]

[wuyunzy.cn]30.9泰坦尼克数据处理与分析（九）.mp4 [41.54M]

31-决策树 [117.97M]

[wuyunzy.cn]31.1决策树（一）.mp4 [21.31M]

[wuyunzy.cn]31.2决策树（二）.mp4 [32.57M]

[wuyunzy.cn]31.3决策树（三）.mp4 [36.97M]

[wuyunzy.cn]31.4决策树（四）.mp4 [27.11M]

32-数据呈现基础 [216.38M]

[wuyunzy.cn]32.1课程安排.mp4 [48.84M]

[wuyunzy.cn]32.2什么是数据可视化.mp4 [15.77M]

[wuyunzy.cn]32.3设计原则.mp4 [23.97M]

[wuyunzy.cn]32.4数据可视化流程.mp4 [24.41M]

[wuyunzy.cn]32.5视觉编码.mp4 [34.14M]

[wuyunzy.cn]32.6图形选择（一）.mp4 [26.50M]

[wuyunzy.cn]32.7图形选择（二）.mp4 [20.23M]

[wuyunzy.cn]32.8图形选择（三）.mp4 [22.52M]

33-云计算初步 [572.19M]

[wuyunzy.cn]33.1hadoop介绍.mp4 [30.20M]

[wuyunzy.cn]33.2hdfs应用（一）.mp4 [70.62M]

[wuyunzy.cn]33.3hdfs应用（二）.mp4 [59.62M]

[wuyunzy.cn]33.4mapreduce（一）.mp4 [41.32M]

[wuyunzy.cn]33.5mapreduce（二）.mp4 [27.81M]

[wuyunzy.cn]33.6hive应用（一）.mp4 [69.51M]

[wuyunzy.cn]33.7hive应用（二）.mp4 [82.48M]

[wuyunzy.cn]33.8hive应用（三）.mp4 [103.40M]

[wuyunzy.cn]33.9hive应用（四）.mp4 [87.24M]

34-d-park实战 [922.41M]

[wuyunzy.cn]34.10spark应用（四）.mp4 [78.99M]

[wuyunzy.cn]34.11spark应用（五）.mp4 [94.63M]

[wuyunzy.cn]34.12spark应用（六）.mp4 [118.58M]

[wuyunzy.cn]34.13spark应用（七）.mp4 [102.70M]

[wuyunzy.cn]34.1pig应用（一）.mp4 [60.66M]

[wuyunzy.cn]34.2pig应用（二）.mp4 [57.65M]

[wuyunzy.cn]34.3pig应用（三）.mp4 [62.50M]

[wuyunzy.cn]34.4pig应用（四）.mp4 [58.18M]

[wuyunzy.cn]34.5pig应用（五）.mp4 [55.62M]

[wuyunzy.cn]34.6pig应用（六）.mp4 [24.96M]

[wuyunzy.cn]34.7spark应用（一）.mp4 [70.69M]

[wuyunzy.cn]34.8spark应用（二）.mp4 [38.42M]

[wuyunzy.cn]34.9spark应用（三）.mp4 [98.82M]

35-第四范式分享 [206.62M]

[wuyunzy.cn]35.1推荐技术的介绍.mp4 [24.48M]

[wuyunzy.cn]35.2人是如何推荐商品的.mp4 [24.67M]

[wuyunzy.cn]35.3推荐系统的形式化以及如何评价推荐结果.mp4 [17.30M]

[wuyunzy.cn]35.4求解—从数据到模型.mp4 [23.77M]

[wuyunzy.cn]35.5数据拆分与特征工程.mp4 [26.79M]

[wuyunzy.cn]35.6推荐系统机器学习模型.mp4 [35.12M]

[wuyunzy.cn]35.7评估模型.mp4 [24.81M]

[wuyunzy.cn]35.8建模过程的演示与课间答疑.mp4 [29.67M]

36-决策树到随机森林 [403.22M]

[wuyunzy.cn]36.10bagging与决策树（一）.mp4 [25.40M]

[wuyunzy.cn]36.11bagging与决策树（二）.mp4 [29.93M]

[wuyunzy.cn]36.12boosting方法（一）.mp4 [31.61M]

[wuyunzy.cn]36.13boosting方法（二）.mp4 [17.26M]

[wuyunzy.cn]36.14boosting方法（三）.mp4 [35.52M]

[wuyunzy.cn]36.15boosting方法（四）.mp4 [30.04M]

[wuyunzy.cn]36.1决策树.mp4 [16.65M]

[wuyunzy.cn]36.2随机森林.mp4 [29.72M]

[wuyunzy.cn]36.3在scikit-learn里面如何用随机森林做预测（一）.mp4 [35.57M]

[wuyunzy.cn]36.4在scikit-learn里面如何用随机森林做预测（二）.mp4 [36.04M]

[wuyunzy.cn]36.5模型参数的介绍.mp4 [26.40M]

[wuyunzy.cn]36.6集成方法（一）.mp4 [28.04M]

[wuyunzy.cn]36.7集成方法（二）.mp4 [26.02M]

[wuyunzy.cn]36.8blending.mp4 [17.42M]

[wuyunzy.cn]36.9gt多样化.mp4 [17.59M]

37-数据呈现进阶 [605.80M]

[wuyunzy.cn]37.10d3（三）.mp4 [24.06M]

[wuyunzy.cn]37.11div.html.mp4 [20.87M]

[wuyunzy.cn]37.12svg.html.mp4 [68.32M]

[wuyunzy.cn]37.13d3支持的数据类型.mp4 [59.35M]

[wuyunzy.cn]37.14make a map（一）.mp4 [57.52M]

[wuyunzy.cn]37.15make a map（二）.mp4 [17.86M]

[wuyunzy.cn]37.1静态信息图（一）.mp4 [24.84M]

[wuyunzy.cn]37.2静态信息图（二）.mp4 [34.10M]

[wuyunzy.cn]37.3静态信息图（三）.mp4 [61.23M]

[wuyunzy.cn]37.4静态信息图（四）.mp4 [38.37M]

[wuyunzy.cn]37.5静态信息图（五）.mp4 [41.56M]

[wuyunzy.cn]37.6html、css和javascript基础介绍.mp4 [48.29M]

[wuyunzy.cn]37.7dom和开发者工具.mp4 [28.72M]

[wuyunzy.cn]37.8d3（一）.mp4 [40.30M]

[wuyunzy.cn]37.9d3（二）.mp4 [40.42M]

38-强化学习（上） [356.72M]

[wuyunzy.cn]38.10policy learning（二）.mp4 [23.46M]

[wuyunzy.cn]38.11policy learning（三）.mp4 [33.01M]

[wuyunzy.cn]38.12policy learning（四）.mp4 [27.71M]

[wuyunzy.cn]38.13policy learning（五）.mp4 [17.57M]

[wuyunzy.cn]38.14policy learning（六）.mp4 [37.05M]

[wuyunzy.cn]38.1你所了解的强化学习是什么.mp4 [27.73M]

[wuyunzy.cn]38.2经典条件反射（一）.mp4 [17.46M]

[wuyunzy.cn]38.3经典条件反射（二）.mp4 [29.48M]

[wuyunzy.cn]38.4操作性条件反射.mp4 [27.82M]

[wuyunzy.cn]38.5evaluation problem（一）.mp4 [26.50M]

[wuyunzy.cn]38.6evaluation problem（二）.mp4 [14.78M]

[wuyunzy.cn]38.7evaluation problem（三）.mp4 [20.03M]

[wuyunzy.cn]38.8evaluation problem（四）.mp4 [30.82M]

[wuyunzy.cn]38.9policy learning（一）.mp4 [23.31M]

39-强化学习（下） [424.02M]

[wuyunzy.cn]39.10大脑中的强化学习算法（三）.mp4 [13.13M]

[wuyunzy.cn]39.11大脑中的强化学习算法（四）.mp4 [24.68M]

[wuyunzy.cn]39.12大脑中的强化学习算法（五）.mp4 [25.46M]

[wuyunzy.cn]39.13rl in alphago（一）.mp4 [27.48M]

[wuyunzy.cn]39.14rl in alphago（二）.mp4 [27.88M]

[wuyunzy.cn]39.15rl in alphago（三）.mp4 [18.06M]

[wuyunzy.cn]39.16rl in alphago（四）.mp4 [42.32M]

[wuyunzy.cn]39.1policy learning总结.mp4 [25.07M]

[wuyunzy.cn]39.2基于模型的rl（一）.mp4 [37.28M]

[wuyunzy.cn]39.3基于模型的rl（二）.mp4 [14.14M]

[wuyunzy.cn]39.4基于模型的rl（三）.mp4 [36.55M]

[wuyunzy.cn]39.5基于模型的rl（四）.mp4 [36.46M]

[wuyunzy.cn]39.6基于模型的rl（五）.mp4 [19.95M]

[wuyunzy.cn]39.7基于模型的rl（六）.mp4 [16.18M]

[wuyunzy.cn]39.8大脑中的强化学习算法（一）.mp4 [38.31M]

[wuyunzy.cn]39.9大脑中的强化学习算法（二）.mp4 [21.08M]

40-svm和网络引入 [514.65M]

[wuyunzy.cn]40.10svm（九）.mp4 [37.61M]

[wuyunzy.cn]40.11svm（十）.mp4 [48.42M]

[wuyunzy.cn]40.12svm（十一）.mp4 [45.33M]

[wuyunzy.cn]40.13svm（十二）和网络引入.mp4 [51.96M]

[wuyunzy.cn]40.1vc维.mp4 [34.13M]

[wuyunzy.cn]40.2svm（一）.mp4 [37.21M]

[wuyunzy.cn]40.3svm（二）.mp4 [45.94M]

[wuyunzy.cn]40.4svm（三）.mp4 [27.88M]

[wuyunzy.cn]40.5svm（四）.mp4 [40.20M]

[wuyunzy.cn]40.6svm（五）.mp4 [36.03M]

[wuyunzy.cn]40.7svm（六）.mp4 [29.48M]

[wuyunzy.cn]40.8svm（七）.mp4 [24.68M]

[wuyunzy.cn]40.9svm（八）.mp4 [55.79M]

41-集成模型总结和gdbt理解及其衍生应用 [741.55M]

[wuyunzy.cn]41.10gdbt理解及其衍生应用（五）.mp4 [43.16M]

[wuyunzy.cn]41.11gdbt理解及其衍生应用（六）.mp4 [48.96M]

[wuyunzy.cn]41.12gdbt理解及其衍生应用（七）.mp4 [43.89M]

[wuyunzy.cn]41.13gdbt理解及其衍生应用（八）.mp4 [87.32M]

[wuyunzy.cn]41.14gdbt理解及其衍生应用（九）.mp4 [28.85M]

[wuyunzy.cn]41.15gdbt理解及其衍生应用（十）.mp4 [60.77M]

[wuyunzy.cn]41.1集成模型总结（一）.mp4 [38.15M]

[wuyunzy.cn]41.2集成模型总结（二）.mp4 [40.99M]

[wuyunzy.cn]41.3集成模型总结（三）.mp4 [46.16M]

[wuyunzy.cn]41.4集成模型总结（四）.mp4 [39.00M]

[wuyunzy.cn]41.5集成模型总结（五）.mp4 [77.37M]

[wuyunzy.cn]41.6gdbt理解及其衍生应用（一）.mp4 [39.24M]

[wuyunzy.cn]41.7gdbt理解及其衍生应用（二）.mp4 [53.73M]

[wuyunzy.cn]41.8gdbt理解及其衍生应用（三）.mp4 [30.94M]

[wuyunzy.cn]41.9gdbt理解及其衍生应用（四）.mp4 [63.03M]

42-网络 [252.39M]

[wuyunzy.cn]42.1svm比较其他分类起代码（一）.mp4 [38.23M]

[wuyunzy.cn]42.2svm比较其他分类起代码（二）.mp4 [55.56M]

[wuyunzy.cn]42.3网络（一）.mp4 [32.00M]

[wuyunzy.cn]42.4网络（二）.mp4 [43.00M]

[wuyunzy.cn]42.5网络（三）.mp4 [35.89M]

[wuyunzy.cn]42.6网络（四）.mp4 [47.70M]

43-监督学习－回归 [361.10M]

[wuyunzy.cn]43.10经验分享（一）.mp4 [28.50M]

[wuyunzy.cn]43.11经验分享（二）.mp4 [38.61M]

[wuyunzy.cn]43.12经验分享（三）.mp4 [34.24M]

[wuyunzy.cn]43.1机器学习的概念和监督学习.mp4 [21.57M]

[wuyunzy.cn]43.2机器学习工作流程（一）.mp4 [11.71M]

[wuyunzy.cn]43.3机器学习工作流程（二）.mp4 [20.98M]

[wuyunzy.cn]43.4机器学习工作流程（三）.mp4 [20.04M]

[wuyunzy.cn]43.5机器学习工作流程（四）.mp4 [26.67M]

[wuyunzy.cn]43.6案例分析（一）.mp4 [17.12M]

[wuyunzy.cn]43.7案例分析（二）.mp4 [40.82M]

[wuyunzy.cn]43.8案例分析（三）.mp4 [39.25M]

[wuyunzy.cn]43.9案例分析（四）.mp4 [61.59M]

44-监督学习－分类 [519.46M]

[wuyunzy.cn]44.10模型训练与选择（二）.mp4 [51.81M]

[wuyunzy.cn]44.11airbnb数据探索过程（一）.mp4 [40.68M]

[wuyunzy.cn]44.12airbnb数据探索过程（二）.mp4 [59.17M]

[wuyunzy.cn]44.13地震数据可视化过程（一）.mp4 [33.59M]

[wuyunzy.cn]44.14地震数据可视化过程（二）.mp4 [32.64M]

[wuyunzy.cn]44.1常用的分类算法.mp4 [18.56M]

[wuyunzy.cn]44.2模型评估标准和案例分析.mp4 [28.84M]

[wuyunzy.cn]44.3数据探索（一）.mp4 [27.11M]

[wuyunzy.cn]44.4数据探索（二）.mp4 [41.16M]

[wuyunzy.cn]44.5数据探索（三）.mp4 [33.29M]

[wuyunzy.cn]44.6数据探索（四）.mp4 [27.59M]

[wuyunzy.cn]44.7数据探索（五）.mp4 [52.32M]

[wuyunzy.cn]44.8数据探索（六）.mp4 [37.90M]

[wuyunzy.cn]44.9模型训练与选择（一）.mp4 [34.80M]

45-网络基础与卷积网络 [621.74M]

[wuyunzy.cn]45.10网络（十）.mp4 [40.81M]

[wuyunzy.cn]45.11图像处理基础.mp4 [29.82M]

[wuyunzy.cn]45.12卷积（一）.mp4 [76.26M]

[wuyunzy.cn]45.13卷积（二）.mp4 [43.85M]

[wuyunzy.cn]45.1网络（一）.mp4 [38.95M]

[wuyunzy.cn]45.2网络（二）.mp4 [26.76M]

[wuyunzy.cn]45.3网络（三）.mp4 [21.70M]

[wuyunzy.cn]45.4网络（四）.mp4 [100.52M]

[wuyunzy.cn]45.6网络（六）.mp4 [36.02M]

[wuyunzy.cn]45.7网络（七）.mp4 [26.19M]

[wuyunzy.cn]45.8网络（八）.mp4 [33.37M]

[wuyunzy.cn]45.9网络（九）.mp4 [39.64M]

[wuyunzy.cn]45.网络（五）.mp4 [107.87M]

46-时间序列预测 [470.89M]

[wuyunzy.cn]46.10长短期记忆网络（lstm）案例分析.mp4 [44.20M]

[wuyunzy.cn]46.11facebook开源的新预测工具—prophet（一）.mp4 [44.22M]

[wuyunzy.cn]46.12facebook开源的新预测工具—prophet（二）.mp4 [49.99M]

[wuyunzy.cn]46.13课程答疑.mp4 [43.95M]

[wuyunzy.cn]46.1时间序列预测概述（一）.mp4 [21.13M]

[wuyunzy.cn]46.2时间序列预测概述（二）.mp4 [25.35M]

[wuyunzy.cn]46.3差分自回归移动平均模型(arima).mp4 [31.24M]

[wuyunzy.cn]46.4差分自回归移动平均模型(arima)案例分析（一）.mp4 [46.17M]

[wuyunzy.cn]46.5差分自回归移动平均模型(arima)案例分析（二）.mp4 [52.10M]

[wuyunzy.cn]46.6差分自回归移动平均模型(arima)案例分析（三）.mp4 [26.18M]

[wuyunzy.cn]46.7差分自回归移动平均模型(arima)案例分析（四）.mp4 [44.54M]

[wuyunzy.cn]46.8长短期记忆网络（lstm）（一）.mp4 [21.07M]

[wuyunzy.cn]46.9长短期记忆网络（lstm）（二）.mp4 [20.75M]

47-人工智能金融应用 [292.48M]

[wuyunzy.cn]47.1人工智能金融应用（一）.mp4 [28.75M]

[wuyunzy.cn]47.2人工智能金融应用（二）.mp4 [40.74M]

[wuyunzy.cn]47.3人工智能金融应用（三）.mp4 [37.08M]

[wuyunzy.cn]47.4人工智能金融应用（四）.mp4 [47.73M]

[wuyunzy.cn]47.5机器学习方法（一）.mp4 [35.20M]

[wuyunzy.cn]47.6机器学习方法（二）.mp4 [28.61M]

[wuyunzy.cn]47.7机器学习方法（三）.mp4 [31.28M]

[wuyunzy.cn]47.8机器学习方法（四）.mp4 [43.09M]

48-计算机视觉深度学习入门目的篇 [801.65M]

[wuyunzy.cn]48.1计算机视觉深度学习入门概述.mp4 [103.56M]

[wuyunzy.cn]48.2计算机视觉领域正在关心的问题（一）.mp4 [133.77M]

[wuyunzy.cn]48.3计算机视觉领域正在关心的问题（二）.mp4 [73.85M]

[wuyunzy.cn]48.4实际问题转化为具体问题并用深度学习解决（一）.mp4 [119.15M]

[wuyunzy.cn]48.5实际问题转化为具体问题并用深度学习解决（二）.mp4 [153.33M]

[wuyunzy.cn]48.6实际问题转化为具体问题并用深度学习解决（三）.mp4 [94.60M]

[wuyunzy.cn]48.7实际问题转化为具体问题并用深度学习解决（四）.mp4 [123.40M]

49-计算机视觉深度学习入门结构篇 [1.36G]

[wuyunzy.cn]49.10结构之间的优劣评判以及实验结果（五）.mp4 [99.63M]

[wuyunzy.cn]49.11结构之间的优劣评判以及实验结果（六）.mp4 [77.54M]

[wuyunzy.cn]49.12结构之间的以及实验结果（七）.mp4 [108.34M]

[wuyunzy.cn]49.13结构之间的优劣评判以及实验结果（八）.mp4 [111.10M]

[wuyunzy.cn]49.1复习计算机视觉最主要的负责特征提取的结构cnn.mp4 [131.94M]

[wuyunzy.cn]49.2特征如何组织（一）.mp4 [126.19M]

[wuyunzy.cn]49.3特征如何组织（二）.mp4 [85.98M]

[wuyunzy.cn]49.4特征如何组织（三）.mp4 [92.86M]

[wuyunzy.cn]49.5特征如何组织（四）.mp4 [113.36M]

[wuyunzy.cn]49.6结构之间的优劣评判以及实验结果（一）.mp4 [116.35M]

[wuyunzy.cn]49.7结构之间的优劣评判以及实验结果（二）.mp4 [87.73M]

[wuyunzy.cn]49.8结构之间的优劣评判以及实验结果（三）.mp4 [148.19M]

[wuyunzy.cn]49.9结构之间的优劣评判以及实验结果（四）.mp4 [91.32M]

50-计算机视觉学习入门优化篇 [675.51M]

[wuyunzy.cn]50.1计算机视觉学习入门：优化篇概述.mp4 [70.37M]

[wuyunzy.cn]50.2cnn模型的一阶优化逻辑.mp4 [148.70M]

[wuyunzy.cn]50.3稳定性：annealing和momentum.mp4 [69.52M]

[wuyunzy.cn]50.4拟合：从dropout到weight decay.mp4 [128.01M]

[wuyunzy.cn]50.5优化器和多机并行.mp4 [134.88M]

[wuyunzy.cn]50.6手动超参优化逻辑以及超参优化往何处去.mp4 [124.03M]

51-计算机视觉深度学习入门数据篇 [429.79M]

[wuyunzy.cn]51.1计算机视觉领域的常用竞赛数据集.mp4 [104.33M]

[wuyunzy.cn]51.2对数据常用的预处理工作和后处理工作如何提高竞赛成绩（一）.mp4 [104.69M]

[wuyunzy.cn]51.3对数据常用的预处理工作和后处理工作如何提高竞赛成绩（二）.mp4 [81.45M]

[wuyunzy.cn]51.4如何使用端到端深度学习的方法.mp4 [139.32M]

52-计算机视觉深度学习入门工具篇 [257.02M]

[wuyunzy.cn]52.1计算机视觉深度学习入门工具篇（一）.mp4 [93.54M]

[wuyunzy.cn]52.2计算机视觉深度学习入门工具篇（二）.mp4 [110.24M]

[wuyunzy.cn]52.3计算机视觉深度学习入门工具篇（三）.mp4 [53.25M]

53-个化推荐算法 [313.64M]

[wuyunzy.cn]53.10工程望.mp4 [33.72M]

[wuyunzy.cn]53.1个化推荐的发展.mp4 [26.09M]

[wuyunzy.cn]53.2推荐算法的演进（一）.mp4 [25.52M]

[wuyunzy.cn]53.3推荐算法的演进（二）.mp4 [35.84M]

[wuyunzy.cn]53.4推荐算法的演进（三）.mp4 [27.90M]

[wuyunzy.cn]53.5推荐算法的演进（四）.mp4 [40.25M]

[wuyunzy.cn]53.6建模step by step（一）.mp4 [34.01M]

[wuyunzy.cn]53.7建模step by step（二）.mp4 [38.70M]

[wuyunzy.cn]53.8建模step by step（三）.mp4 [32.73M]

[wuyunzy.cn]53.9算法评估和迭代.mp4 [18.88M]

54-pig和spark巩固 [799.66M]

[wuyunzy.cn]54.10spark巩固（五）.mp4 [101.73M]

[wuyunzy.cn]54.1pig巩固（一）.mp4 [43.80M]

[wuyunzy.cn]54.2pig巩固（二）.mp4 [115.33M]

[wuyunzy.cn]54.3pig巩固（三）.mp4 [89.15M]

[wuyunzy.cn]54.4pig巩固（四）.mp4 [82.98M]

[wuyunzy.cn]54.5pig巩固（五）.mp4 [70.14M]

[wuyunzy.cn]54.6spark巩固（一）.mp4 [65.64M]

[wuyunzy.cn]54.7spark巩固（二）.mp4 [105.44M]

[wuyunzy.cn]54.8spark巩固（三）.mp4 [70.56M]

[wuyunzy.cn]54.9spark巩固（四）.mp4 [54.90M]

55-人工智能与设计 [261.34M]

[wuyunzy.cn]55.10使用人工智能的方式.mp4 [26.10M]

[wuyunzy.cn]55.1智能存在的意义是什么.mp4 [19.54M]

[wuyunzy.cn]55.2已有人工智的设计应用.mp4 [18.64M]

[wuyunzy.cn]55.3人的智能（一）.mp4 [17.03M]

[wuyunzy.cn]55.4人的智能（二）.mp4 [28.66M]

[wuyunzy.cn]55.5人的智能的特点（一）.mp4 [29.62M]

[wuyunzy.cn]55.6人的智能的特点（二）.mp4 [27.86M]

[wuyunzy.cn]55.7人的智能的特点（三）.mp4 [41.62M]

[wuyunzy.cn]55.8人工智能（一）.mp4 [27.63M]

[wuyunzy.cn]55.9人工智能（二）.mp4 [24.63M]

56-网络 [190.91M]

[wuyunzy.cn]56.1卷积的本质.mp4 [27.83M]

[wuyunzy.cn]56.2卷积的三大特点.mp4 [34.15M]

[wuyunzy.cn]56.3pooling.mp4 [16.96M]

[wuyunzy.cn]56.4数字识别（一）.mp4 [33.21M]

[wuyunzy.cn]56.5数字识别（二）.mp4 [31.97M]

[wuyunzy.cn]56.6感受野.mp4 [23.33M]

[wuyunzy.cn]56.7rnn.mp4 [23.46M]

57-线动力学 [180.37M]

[wuyunzy.cn]57.1非线动力学.mp4 [23.13M]

[wuyunzy.cn]57.2线动力系统.mp4 [39.97M]

[wuyunzy.cn]57.3线动力学与非线动力学系统（一）.mp4 [40.37M]

[wuyunzy.cn]57.4线动力学与非线动力学系统（二）.mp4 [39.76M]

[wuyunzy.cn]57.6poincare引理.mp4 [37.13M]

58-订单流模型 [183.46M]

[wuyunzy.cn]58.1交易.mp4 [20.17M]

[wuyunzy.cn]58.2点过程基础（一）.mp4 [13.47M]

[wuyunzy.cn]58.3点过程基础（二）.mp4 [24.16M]

[wuyunzy.cn]58.4点过程基础（三）.mp4 [17.88M]

[wuyunzy.cn]58.5订单流数据分析（一）.mp4 [22.35M]

[wuyunzy.cn]58.6订单流数据分析（二）.mp4 [20.85M]

[wuyunzy.cn]58.7订单流数据分析（三）.mp4 [17.74M]

[wuyunzy.cn]58.8订单流数据分析（四）.mp4 [20.63M]

[wuyunzy.cn]58.9订单流数据分析（五）.mp4 [26.22M]

59-区块链一场革命 [85.98M]

[wuyunzy.cn]59.1比特币（一）.mp4 [23.00M]

[wuyunzy.cn]59.2比特币（二）.mp4 [15.72M]

[wuyunzy.cn]59.3比特币（三）.mp4 [32.06M]

[wuyunzy.cn]59.4以太坊简介及ico.mp4 [15.19M]

60-统计物理专题（一） [413.11M]

[wuyunzy.cn]60.10证明理想气体方程.mp4 [23.30M]

[wuyunzy.cn]60.11化学势.mp4 [41.52M]

[wuyunzy.cn]60.12四大热力学势（一）.mp4 [30.13M]

[wuyunzy.cn]60.13 四大热力学势（二）.mp4 [38.40M]

[wuyunzy.cn]60.1统计物理的开端(一).mp4 [32.96M]

[wuyunzy.cn]60.2统计物理的开端（二）.mp4 [24.17M]

[wuyunzy.cn]60.3抛硬币抛出正态分布（一）.mp4 [19.46M]

[wuyunzy.cn]60.4抛硬币抛出正态分布（二）.mp4 [35.67M]

[wuyunzy.cn]60.5再造整个世界（一）.mp4 [30.55M]

[wuyunzy.cn]60.6再造整个世界（二）.mp4 [35.10M]

[wuyunzy.cn]60.7温度的本质（一）.mp4 [40.98M]

[wuyunzy.cn]60.8温度的本质（二）.mp4 [27.34M]

[wuyunzy.cn]60.9.mp4 [33.55M]

61-统计物理专题（二） [150.04M]

[wuyunzy.cn]61.1神奇公式.mp4.mp4 [34.65M]

[wuyunzy.cn]61.2信息熵（一）.mp4 [17.86M]

[wuyunzy.cn]61.3信息熵（二）.mp4 [28.56M]

[wuyunzy.cn]61.4boltzmann分布.mp4 [30.18M]

[wuyunzy.cn]61.5配分函数z.mp4 [38.78M]

62-复杂网络简介 [133.69M]

[wuyunzy.cn]62.1networks in real worlds.mp4 [14.25M]

[wuyunzy.cn]62.2basicconcepts（一）.mp4 [19.84M]

[wuyunzy.cn]62.3basicconcepts（二）.mp4 [13.30M]

[wuyunzy.cn]62.4models（一）.mp4 [12.13M]

[wuyunzy.cn]62.5models（二）.mp4 [14.05M]

[wuyunzy.cn]62.6algorithms（一）.mp4 [25.38M]

[wuyunzy.cn]62.7algorithms（二）.mp4 [34.74M]

63-abm简介及金融市场建模 [582.61M]

[wuyunzy.cn]63.10abm与复杂系统建模-交通系统（一）.mp4 [27.16M]

[wuyunzy.cn]63.11abm与复杂系统建模-交通系统（二）.mp4 [37.89M]

[wuyunzy.cn]63.12abm金融市场-sfi股票市场模型（一）.mp4 [31.98M]

[wuyunzy.cn]63.13abm金融市场-sfi股票市场模型（二）.mp4 [25.36M]

[wuyunzy.cn]63.14abm金融市场-genova市场模型.mp4 [31.88M]

[wuyunzy.cn]63.15abm金融市场-agent及其行为.mp4 [31.77M]

[wuyunzy.cn]63.16学习模型.mp4 [35.67M]

[wuyunzy.cn]63.17abm金融市场-价格形成机制.mp4 [15.76M]

[wuyunzy.cn]63.18abm的特点.mp4 [29.34M]

[wuyunzy.cn]63.1课程介绍.mp4 [26.86M]

[wuyunzy.cn]63.2系统与系统建模.mp4 [39.51M]

[wuyunzy.cn]63.3abm与复杂系统建模（一）.mp4 [36.32M]

[wuyunzy.cn]63.4abm与复杂系统建模（二）.mp4 [45.10M]

[wuyunzy.cn]63.5abm与复杂系统建模（三）.mp4 [36.85M]

[wuyunzy.cn]63.6abm为经济系统建模.mp4 [30.42M]

[wuyunzy.cn]63.7经典经济学如何给市场建模.mp4 [35.29M]

[wuyunzy.cn]63.8abm与复杂系统建模-市场交易.mp4 [40.14M]

[wuyunzy.cn]63.9abm与复杂系统建模-技术扩散.mp4 [25.30M]

64-用伊辛模型理解复杂系统 [518.01M]

[wuyunzy.cn]64.10（网络中的）投票模型.mp4 [24.22M]

[wuyunzy.cn]64.11观念动力学.mp4 [29.82M]

[wuyunzy.cn]64.12集体运动vicsek模型.mp4 [38.31M]

[wuyunzy.cn]64.13自旋玻璃.mp4 [18.15M]

[wuyunzy.cn]64.14hopfield神经网络.mp4 [23.30M]

[wuyunzy.cn]64.15限制boltzmann机.mp4 [30.24M]

[wuyunzy.cn]64.16深度学习与重正化群（一）.mp4 [35.40M]

[wuyunzy.cn]64.17深度学习与重正化群（二）.mp4 [21.92M]

[wuyunzy.cn]64.18总结.mp4 [30.73M]

[wuyunzy.cn]64.19答疑.mp4 [17.36M]

[wuyunzy.cn]64.1伊辛模型的背景及格气模型.mp4 [24.37M]

[wuyunzy.cn]64.2伊辛模型（一）.mp4 [19.17M]

[wuyunzy.cn]64.3伊辛模型（二）.mp4 [19.62M]

[wuyunzy.cn]64.4从能量到统计分布及monte carlo模拟.mp4 [23.56M]

[wuyunzy.cn]64.5ising model(2d).mp4 [25.98M]

[wuyunzy.cn]64.6相变和临界现象.mp4 [43.62M]

[wuyunzy.cn]64.7critical exponents.mp4 [26.70M]

[wuyunzy.cn]64.8正问题和反问题.mp4 [29.14M]

[wuyunzy.cn]64.9（空间中的）投票模型.mp4 [36.38M]

65-金融市场的复杂性 [639.59M]

[wuyunzy.cn]65.10classical benchmarks（五）.mp4 [29.71M]

[wuyunzy.cn]65.11endogenous risk（一）.mp4 [42.78M]

[wuyunzy.cn]65.12endogenous risk（二）.mp4 [36.84M]

[wuyunzy.cn]65.13endogenous risk（三）.mp4 [40.22M]

[wuyunzy.cn]65.14endogenous risk（四）.mp4 [18.31M]

[wuyunzy.cn]65.15endogenous risk（五）.mp4 [35.46M]

[wuyunzy.cn]65.16endogenous risk（六）.mp4 [37.13M]

[wuyunzy.cn]65.17heterogeneous beliefs（一）.mp4 [42.37M]

[wuyunzy.cn]65.18heterogeneous beliefs（二）.mp4 [44.83M]

[wuyunzy.cn]65.19总结.mp4 [21.10M]

[wuyunzy.cn]65.1导论（一）.mp4 [38.96M]

[wuyunzy.cn]65.2导论（二）.mp4 [39.67M]

[wuyunzy.cn]65.3导论（三）.mp4 [21.40M]

[wuyunzy.cn]65.4导论（四）.mp4 [30.33M]

[wuyunzy.cn]65.5导论（五）.mp4 [37.59M]

[wuyunzy.cn]65.6classical benchmarks（一）.mp4 [31.91M]

[wuyunzy.cn]65.7classical benchmarks（二）.mp4 [28.58M]

[wuyunzy.cn]65.8classical benchmarks（三）.mp4 [40.01M]

[wuyunzy.cn]65.9classical benchmarks（四）.mp4 [22.39M]

66-广泛出现的幂律分布 [241.83M]

[wuyunzy.cn]66.1界（一）.mp4 [29.04M]

[wuyunzy.cn]66.2界（二）.mp4 [24.32M]

[wuyunzy.cn]66.3界（三）.mp4 [22.86M]

[wuyunzy.cn]66.4界（四）.mp4 [30.99M]

[wuyunzy.cn]66.5城市、商业（一）.mp4 [33.94M]

[wuyunzy.cn]66.6城市、商业（二）.mp4 [33.28M]

[wuyunzy.cn]66.7启示（一）.mp4 [31.50M]

[wuyunzy.cn]66.8启示（二）.mp4 [17.57M]

[wuyunzy.cn]66.9总结.mp4 [18.33M]

67-自然启发算法 [499.62M]

[wuyunzy.cn]67.10粒子群算法（一）.mp4 [37.15M]

[wuyunzy.cn]67.11粒子群算法（二）.mp4 [38.20M]

[wuyunzy.cn]67.12粒子群算法（三）.mp4 [33.56M]

[wuyunzy.cn]67.13遗传算法和pso的比较.mp4 [25.66M]

[wuyunzy.cn]67.14更多的类似的算法（一）.mp4 [34.86M]

[wuyunzy.cn]67.15更多的类似的算法（二）.mp4 [27.43M]

[wuyunzy.cn]67.16答疑.mp4 [35.37M]

[wuyunzy.cn]67.1课程回顾及答疑.mp4 [29.67M]

[wuyunzy.cn]67.2概括（一）.mp4 [29.21M]

[wuyunzy.cn]67.3概括（二）.mp4 [15.86M]

[wuyunzy.cn]67.4模拟退火算法（一）.mp4 [40.23M]

[wuyunzy.cn]67.5模拟退火算法（二）.mp4 [32.77M]

[wuyunzy.cn]67.6进化相关的算法（一）.mp4 [26.37M]

[wuyunzy.cn]67.7进化相关的算法（二）.mp4 [29.70M]

[wuyunzy.cn]67.8进化相关的算法（三）.mp4 [35.95M]

[wuyunzy.cn]67.9进化相关的算法（四）.mp4 [27.62M]

68-机器学习的方法 [575.40M]

[wuyunzy.cn]68.10输出是最好的学习（二）.mp4 [16.02M]

[wuyunzy.cn]68.11案例（一）.mp4 [27.57M]

[wuyunzy.cn]68.12案例（二）.mp4 [18.35M]

[wuyunzy.cn]68.13案例（三）.mp4 [20.45M]

[wuyunzy.cn]68.14案例（四）.mp4 [37.97M]

[wuyunzy.cn]68.15案例（五）.mp4 [16.35M]

[wuyunzy.cn]68.1为什么要讲学习方法.mp4 [24.69M]

[wuyunzy.cn]68.2阅读论文.mp4 [19.88M]

[wuyunzy.cn]68.3综述式文章举例（一）.mp4 [88.32M]

[wuyunzy.cn]68.4综述式文章举例（二）.mp4 [150.55M]

[wuyunzy.cn]68.5碎片化时间学习及书籍.mp4 [51.55M]

[wuyunzy.cn]68.6视频学习资源及做思维导图.mp4 [33.82M]

[wuyunzy.cn]68.7铁哥答疑（一）.mp4 [28.49M]

[wuyunzy.cn]68.8铁哥答疑（二）.mp4 [19.16M]

[wuyunzy.cn]68.9输出是最好的学习（一）.mp4 [22.24M]

69-模型可视化工程管理 [889.29M]

[wuyunzy.cn]69.10定制化可视化系统—jupyter dashboard（一）.mp4 [30.84M]

[wuyunzy.cn]69.11定制化可视化系统—jupyter dashboard（二）.mp4 [38.70M]

[wuyunzy.cn]69.12变身前端—seaboarn+bokeh+echarts.mp4 [71.32M]

[wuyunzy.cn]69.13日志管理系统—elk.mp4 [50.36M]

[wuyunzy.cn]69.14极速bi系统—superset.mp4 [40.22M]

[wuyunzy.cn]69.15dashboard补充.mp4 [55.35M]

[wuyunzy.cn]69.16elk补充.mp4 [63.33M]

[wuyunzy.cn]69.17superset补充.mp4 [60.90M]

[wuyunzy.cn]69.18superset补充及总结.mp4 [20.41M]

[wuyunzy.cn]69.1课程简介.mp4 [20.73M]

[wuyunzy.cn]69.2虚拟换环境—anaconda&docker（一）.mp4 [28.71M]

[wuyunzy.cn]69.3虚拟换环境—anaconda&docker（二）.mp4 [29.99M]

[wuyunzy.cn]69.4虚拟换环境—anaconda&docker（三）.mp4 [59.30M]

[wuyunzy.cn]69.5虚拟换环境—anaconda&docker（四）.mp4 [34.50M]

[wuyunzy.cn]69.6虚拟换环境—anaconda&docker（五）.mp4 [53.32M]

[wuyunzy.cn]69.7虚拟换环境—anaconda&docker（六）.mp4 [38.22M]

[wuyunzy.cn]69.8虚拟换环境—anaconda&docker（七）.mp4 [54.64M]

[wuyunzy.cn]69.9虚拟换环境—anaconda&docker（八）.mp4 [138.46M]

70-value iteration networks [109.92M]

[wuyunzy.cn]70.1background&motivation.mp4 [22.96M]

[wuyunzy.cn]70.2value iteration.mp4 [36.72M]

[wuyunzy.cn]70.3grid—world domain.mp4 [23.79M]

[wuyunzy.cn]70.4总结及答疑.mp4 [26.44M]

70-最新回放 [841.54M]

[wuyunzy.cn]0822 cnn rnn回顾 非线性动力学引入.mp4 [469.87M]

[wuyunzy.cn]0822 高频订单流模型、区块链介绍.mp4 [371.67M]

71-线动力学系统（上） [890.97M]

[wuyunzy.cn]71.10混沌（一）.mp4 [28.57M]

[wuyunzy.cn]71.11混沌（二）.mp4 [24.57M]

[wuyunzy.cn]71.12混沌（三）.mp4 [21.45M]

[wuyunzy.cn]71.13混沌（四）.mp4 [24.02M]

[wuyunzy.cn]71.14混沌（五）.mp4 [32.35M]

[wuyunzy.cn]71.15混沌（六）.mp4 [86.21M]

[wuyunzy.cn]71.16混沌（七）.mp4 [157.69M]

[wuyunzy.cn]71.17混沌（八）.mp4 [31.50M]

[wuyunzy.cn]71.18混沌（九）.mp4 [31.55M]

[wuyunzy.cn]71.19混沌（十）.mp4 [19.79M]

[wuyunzy.cn]71.1线动力学系统（一）.mp4 [27.97M]

[wuyunzy.cn]71.20混沌（十一）.mp4 [125.65M]

[wuyunzy.cn]71.2线动力学系统（二）.mp4 [33.68M]

[wuyunzy.cn]71.3二维系统动力学综述—poincare引理.mp4 [33.68M]

[wuyunzy.cn]71.4bifurcation（一）.mp4 [13.74M]

[wuyunzy.cn]71.5bifurcation（二）.mp4 [34.23M]

[wuyunzy.cn]71.6bifurcation（三）.mp4 [31.99M]

[wuyunzy.cn]71.7bifurcation（四）.mp4 [28.74M]

[wuyunzy.cn]71.8bifurcation（五）.mp4 [37.99M]

[wuyunzy.cn]71.9bifurcation（六）.mp4 [65.59M]

72-线动力学系统（下） [130.30M]

[wuyunzy.cn]72.1自然语言处理（一）.mp4 [30.91M]

[wuyunzy.cn]72.2自然语言处理（二）.mp4 [34.14M]

[wuyunzy.cn]72.3rnn.mp4 [34.41M]

[wuyunzy.cn]72.4rnn及.mp4 [30.83M]

73-自然语言处理导入 [447.45M]

[wuyunzy.cn]73.1中文分词.mp4 [27.72M]

[wuyunzy.cn]73.2中文分词、依存文法分析.mp4 [26.70M]

[wuyunzy.cn]73.3篇章分析、自动摘要、知识提取、文本相似度计算.mp4 [40.90M]

[wuyunzy.cn]73.4知识库构建、问答系统.mp4 [42.68M]

[wuyunzy.cn]73.5示范2的豆瓣评论词云（一）.mp4 [56.85M]

[wuyunzy.cn]73.6示范2的豆瓣评论词云（二）.mp4 [54.80M]

[wuyunzy.cn]73.7示范2的豆瓣评论词云（三）.mp4 [62.73M]

[wuyunzy.cn]73.8示范2的豆瓣评论词云（四）.mp4 [72.17M]

[wuyunzy.cn]73.9示范2的豆瓣评论词云（五）.mp4 [62.90M]

74-复杂网络上的物理传输过程 [523.59M]

[wuyunzy.cn]74.10一些传播动力学模型（七）.mp4 [32.35M]

[wuyunzy.cn]74.11一些传播动力学模型（八）.mp4 [23.48M]

[wuyunzy.cn]74.12仿真模型的建立过程（一）.mp4 [45.00M]

[wuyunzy.cn]74.13仿真模型的建立过程（二）.mp4 [44.32M]

[wuyunzy.cn]74.14仿真模型的建立过程（三）.mp4 [63.74M]

[wuyunzy.cn]74.15仿真模型的建立过程（四）.mp4 [44.22M]

[wuyunzy.cn]74.16combining complex networks and data mining.mp4 [31.87M]

[wuyunzy.cn]74.1一些基本概念.mp4 [18.50M]

[wuyunzy.cn]74.2常用的统计描述物理量.mp4 [14.42M]

[wuyunzy.cn]74.3四种网络模型.mp4 [30.33M]

[wuyunzy.cn]74.4一些传播动力学模型（一）.mp4 [28.15M]

[wuyunzy.cn]74.5一些传播动力学模型（二）.mp4 [28.95M]

[wuyunzy.cn]74.6一些传播动力学模型（三）.mp4 [29.58M]

[wuyunzy.cn]74.7一些传播动力学模型（四）.mp4 [31.41M]

[wuyunzy.cn]74.8一些传播动力学模型（五）.mp4 [29.53M]

[wuyunzy.cn]74.9一些传播动力学模型（六）.mp4 [27.75M]

75-rnn及lstm [537.62M]

[wuyunzy.cn]75.10梯度消失与梯度爆炸（二）.mp4 [23.86M]

[wuyunzy.cn]75.11reservoir computing—偷懒方法.mp4 [19.75M]

[wuyunzy.cn]75.12lstm.mp4 [32.47M]

[wuyunzy.cn]75.13lstm、use examples.mp4 [36.54M]

[wuyunzy.cn]75.14词向量、deep rnn.mp4 [22.04M]

[wuyunzy.cn]75.15encoder decoder structure.mp4 [20.22M]

[wuyunzy.cn]75.16lstm text generation（一）.mp4 [44.13M]

[wuyunzy.cn]75.17lstm text generation（二）.mp4 [53.50M]

[wuyunzy.cn]75.18lstm text generation（三）.mp4 [54.82M]

[wuyunzy.cn]75.1rnn—序列处理器（一）.mp4 [23.35M]

[wuyunzy.cn]75.2rnn—序列处理器（二）.mp4 [31.35M]

[wuyunzy.cn]75.3a simple enough case.mp4 [29.03M]

[wuyunzy.cn]75.4a dance between fix points.mp4 [30.69M]

[wuyunzy.cn]75.5fix point、train chaos.mp4 [26.83M]

[wuyunzy.cn]75.6rnn作为生成模型（动力系统）.mp4 [24.58M]

[wuyunzy.cn]75.7rnn训练—bptt（一）.mp4 [22.94M]

[wuyunzy.cn]75.8rnn训练—bptt（二）.mp4 [18.79M]

[wuyunzy.cn]75.9梯度消失与梯度爆炸（一）.mp4 [22.73M]

76-漫谈人工智能创业 [755.22M]

[wuyunzy.cn]76.10三个战略管理学商业模型（三）.mp4 [39.71M]

[wuyunzy.cn]76.11三个战略管理学商业模型（四）.mp4 [41.54M]

[wuyunzy.cn]76.12三个战略管理学商业模型（五）.mp4 [31.38M]

[wuyunzy.cn]76.13三个战略管理学商业模型（六）.mp4 [96.09M]

[wuyunzy.cn]76.14三个战略管理学商业模型（七）.mp4 [33.24M]

[wuyunzy.cn]76.15三个战略管理学商业模型（八）.mp4 [22.88M]

[wuyunzy.cn]76.16三个战略管理学商业模型（九）.mp4 [26.98M]

[wuyunzy.cn]76.17关于entrepreneurship.mp4 [13.27M]

[wuyunzy.cn]76.1人工智能对我们生活的影响（一）.mp4 [51.66M]

[wuyunzy.cn]76.2人工智能对我们生活的影响（二）.mp4 [38.08M]

[wuyunzy.cn]76.3人工智能对我们生活的影响（三）.mp4 [47.45M]

[wuyunzy.cn]76.4人工智能对我们生活的影响（四）.mp4 [67.90M]

[wuyunzy.cn]76.5人工智能对我们生活的影响（五）.mp4 [70.66M]

[wuyunzy.cn]76.6人工智能对我们生活的影响（六）.mp4 [105.46M]

[wuyunzy.cn]76.7人工智能创业中的商业思维.mp4 [29.72M]

[wuyunzy.cn]76.8三个战略管理学商业模型（一）.mp4 [19.78M]

[wuyunzy.cn]76.9三个战略管理学商业模型（二）.mp4 [19.43M]

77-学习其他主题 [369.12M]

[wuyunzy.cn]77.1.mp4 [30.33M]

[wuyunzy.cn]77.10程序讲解（三）.mp4 [47.88M]

[wuyunzy.cn]77.2玻尔兹曼机—联想的机器.mp4 [27.68M]

[wuyunzy.cn]77.3玻尔兹曼机.mp4 [36.24M]

[wuyunzy.cn]77.4学习（一）.mp4 [26.39M]

[wuyunzy.cn]77.5学习（二）.mp4 [24.16M]

[wuyunzy.cn]77.6学习（三）.mp4 [24.41M]

[wuyunzy.cn]77.7学习（四）.mp4 [54.48M]

[wuyunzy.cn]77.8程序讲解（一）.mp4 [43.01M]

[wuyunzy.cn]77.9程序讲解（二）.mp4 [54.55M]

78-课程总结 [408.05M]

[wuyunzy.cn]78.10课程总结（二）.mp4 [132.68M]

[wuyunzy.cn]78.1开场.mp4 [21.18M]

[wuyunzy.cn]78.2attention实例—spatial transformer.mp4 [60.95M]

[wuyunzy.cn]78.3猫狗大战—cnn实战（一）.mp4 [42.01M]

[wuyunzy.cn]78.4猫狗大战—cnn实战（二）.mp4 [35.44M]

[wuyunzy.cn]78.5rnn诗人.mp4 [28.86M]

[wuyunzy.cn]78.6课程复习.mp4 [33.21M]

[wuyunzy.cn]78.7课程大纲（一）.mp4 [18.40M]

[wuyunzy.cn]78.8课程大纲（二）.mp4 [18.83M]

[wuyunzy.cn]78.9课程总结（一）.mp4 [16.49M]