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- 深度学习入门 - 疫情期间网民情绪识别（Text_CNN网络模型）
课程介绍
> SiKi学院 A计划
A计划内所有课程不单独出售！
加入A计划可在有效期内获取所属方向的所有收费课程！
| Unity A计划 | Unreal A计划 | JavaEE A计划 |
|---|---|---|
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| 一年期 | 一年期 | 一年期 |
> 课程简介
本次课程中将会带领大家了解并入门深度学习。并且使用深度学习去完成 疫情期间网民情绪识别 的案例，此案例为DataFountain的比赛题目。
本此课程使用TensorFlow框架。并且带你大家从0开始搭建简单深度学习框架 ，包括网络的构建，损失函数构建，损失函数优化，模型持久化，模型可视化，模型预测，模型训练等等。
使用TextCNN网络来带领大家入门深度学习。因为Text_CNN网络是神经网络算法与CNN卷积神经网络算法的结合，包括卷积，全连接，高阶特征等等，让大家掌握神经网络与卷积神经网络的构建，并且为后面的深度学习进阶课程打下坚实的基础。
本次案例中也会了解到Jieba分词工具的使用。Tensoflow创建词典并保存 ，词向量的理解
> 课程内容
- TensorFlow的安装
- TensorFlow-CPU的安装
- TensorFlow-GPU的安装
- 对比GPU与CPU的运行速度
- 预处理疫情期间网民情绪识别的数据
- 数据背景分析
- 特征筛选
- 词向量的理解
- Text_CNN网络结构讲解
- 卷积
- 池化
- 神经网络计算流程
- 高阶特征与表示学习
- 激活函数
- 文本处理-词向量
- 书写Text_CNN网络代码
- 构建模型算法框架
- 模型输入
- id词向量转化 - Embedding_LookUp
- 卷积代码详细讲解
- 神经网络代码详细讲解
- 损失构建
- 优化损失
- TensorBoard模型可视化
- 回顾整体流程
- 模型持久化
- 模型恢复
- 模型的训练与预测
- train
- eval
- 结束
- 课程总结
> 所需前置知识
> 适宜人群
对Python人工智能感兴趣的同学~
> 注意事项
无
> 常见问题
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- 课程有效期
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- 退课说明
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> 关于我们
# 什么是A计划
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# SiKi学院
SiKi学院（www.sikiedu.com）每周更新大量编程视频教程。（游戏开发、移动开发、Unity、虚幻Unreal、Java、Web开发、JavaEE、C语言、Python、C++、VB、JavaScript、C#、PHP、SQL、Objective-C、Go、Swift、数据挖掘、搜索算法、全栈工程师、Hadoop、区块链、人工智能、前端开发、Android、iOS、服务器端编程、大数据、Linux、UI设计、游戏美术、3DSMax、Maya）
生命不息，学习不止！
目录
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