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hit-information_processing's Introduction

物联网智能信息处理

作业1.1 通话记录数据收集

**移动目前不支持csv格式导出,于是写了一个小脚本负责解析目标html字符串。
main.py中使用简单的正则表达式对html中表格数据进行提取,如果未来**移动的格式发生改变,你也可以仿照该文件重新写一个处理脚本。

作业1.2 数据集读取平台

homework1.2/doc/ui.png

作业2.1 通话时长盒图可视化

homework2.1/doc/ui.png

作业2.2 绘制数据属性的统计图形

homework2.2/doc/ui.png

作业2.3 实现数据的预处理

作业3.1 感知机与最近中心分类器

使用sklearn框架进行两个分类模型的训练与预测,使用matplotlib框架进行图形化绘制。

homework3.1/doc/ui.png

作业3.2 多层感知机分类器

同上

作业3.3 卷积神经网络

使用Tensorflow框架进行Softmax回归和卷积神经网络的训练。

作业4.2 实现A*搜索算法

homework4.2/doc/ui.png

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