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# Python Demo合集 | ||
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## 1.Python 飞机大战实现 | ||
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**技术栈:pygame** | ||
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## 2.Python spider | ||
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- [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 | ||
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## 3.Python Data Analysis | ||
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**技术栈:numpy,pandas,matplotlib,seaborn,sklearn** | ||
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- [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 | ||
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## 4.TensorFlow2.0 DeepLearning | ||
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**技术栈:TensorFlow 2.0,numpy,pandas,matplotlib,sklearn** | ||
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- [x] tf.keras构建模型 | ||
- [x] tf API | ||
- [x] tf.data API | ||
- [ ] tf.estimator | ||
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# Python Demo合集 | ||
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## 1.Python 飞机大战实现 | ||
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**技术栈:pygame** | ||
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- [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 | ||
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<br /> | ||
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## 2.Python spider | ||
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- [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 | ||
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<br /> | ||
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## 3.Python Data Analysis | ||
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**技术栈:numpy,pandas,matplotlib,seaborn,sklearn** | ||
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- [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 | ||
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<br /> | ||
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## 4.TensorFlow2.0 DeepLearning | ||
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**技术栈:TensorFlow 2.0,numpy,pandas,matplotlib,sklearn** | ||
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- [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 | ||
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<br /> | ||
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## 5.AI Food 华为云图形分类入门赛(PyTorch版) | ||
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**技术栈:PyTorch** | ||
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- [x] baseline | ||
- [x] pytorch改进 | ||
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<br /> | ||
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