层次分析法

说明：  基于python的gasvm程序，容易理解，适合初学者学习(Gasvm program based on python, easy to understand, suitable for beginners to learn)

说明：  实现在链家网相关信息的爬虫，python代码实现(Implementation of crawler Python code in chainhome)

smote算法实现 smote算法实现 smote算法实现 smote算法实现 smote算法实现 smote算法实现 smote算法实现 

【实例简介】深度学习常用损失函数的基本形式、原理及特点

说明：  基础的强化学习Q-learning算法，对初学者对Q-learning算法得理解比较有帮助，程序包括运行脚本，Q-learning算法脚本以及环境脚本。(Basic reinforcement learning Q-learning algorithm is helpful for beginners to understand Q-learning algorithm. Programs include running script, Q-learning algorithm script and environment script.)

说明：  python基础课程；python是一种计算机编程语言。作为一种面向对象的动态类型化语言，它最初被设计用来编写自动脚本（shell）。随着版本的更新和新语言功能的增加，它越来越多地被用于独立的大型项目的开发中。(Python Basic Course; Python is a computer programming language. As an object-oriented dynamic typed language, it was originally designed to write automated scripts (shells). With the updating of versions and the addition of new language functions, it is increasingly used in the development of independent, large-scale projects.)

python编写的网格搜索法，用于SVM的参数寻优(Grid search method to use SVM parameter optimization process to achieve through Python)

说明：  循环神经网络LSTM可以预测时间序列数据，根据历史时刻的信息预测未来时刻的信息(the recurrent neural network is very useful to predict data in the future)

python树莓派编程，含传感器读取，数据上传

说明：  用到的数据是2015微博用户画像比赛提供的数据，数据包含在文件中。这份代码能够实现完整的提取特征到训练模型，从而的出预测结果的功能。用到了sklearn及panda包。(The data used is provided by the user portrait competition of microblog in 2015. This code can complete the function of extracting features to the training model, thus producing the prediction results. Sklearn and panda packages are used.)