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# Python Demo合集

## 1.Python 飞机大战实现

**技术栈:pygame**



## 2.Python spider

- [x] requests,urllib
- [x] xpath,beautifulsoup,re
- [x] MongoDB,MySQL,Redis
- [x] selenium,mutil-thread
- [x] scrapy
- 汽车之家宝马车爬取
- 房天下全站分布式爬取
- 简书全站爬取



## 3.Python Data Analysis

**技术栈:numpy,pandas,matplotlib,seaborn,sklearn**

- [x] 特征预处理和特征工程
- [x] 单因子数据分析
- [x] 多因子数据分析
- [x] 机器学习建模
- [x] 模型评估



## 4.TensorFlow2.0 DeepLearning

**技术栈:TensorFlow 2.0,numpy,pandas,matplotlib,sklearn**

- [x] tf.keras构建模型
- [x] tf API
- [x] tf.data API
- [ ] tf.estimator

# Python Demo合集

## 1.Python 飞机大战实现

**技术栈:pygame**

- [x] 游戏框架搭建
- [x] 游戏背景
- [x] 敌机出场
- [x] 英雄登场
- [x] 碰撞检测

<br />



## 2.Python spider

- [x] requests,urllib
- [x] xpath,beautifulsoup,re
- [x] MongoDB,MySQL,Redis
- [x] selenium,mutil-thread
- [x] scrapy
- 汽车之家宝马车爬取
- 房天下全站分布式爬取
- 简书全站爬取

<br />



## 3.Python Data Analysis

**技术栈:numpy,pandas,matplotlib,seaborn,sklearn**

- [x] 特征预处理和特征工程
- [x] 单因子数据分析
- [x] 多因子数据分析
- [x] 机器学习建模
- [x] 模型评估

<br />



## 4.TensorFlow2.0 DeepLearning

**技术栈:TensorFlow 2.0,numpy,pandas,matplotlib,sklearn**

- [x] tf.keras构建模型
- [x] tf API
- [x] tf.data API
- [x] tf.estimator
- [x] tf构建CNN
- [x] tf构建RNN
- [x] tf构建LSTM
- [x] GPU实践
- [x] 分布式训练
- [x] 模型保存
- [x] seq2seq模型搭建
- [x] transformer模型搭建

<br />



## 5.AI Food 华为云图形分类入门赛(PyTorch版)

**技术栈:PyTorch**

- [x] baseline
- [x] pytorch改进

<br />

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