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          <p>protobuf是由谷歌提供一个具有高效的协议数据交换格式工具库(类似Json)，但相比于Json，Protobuf有更高的转化效率，时间效率和空间效率都是JSON的3-5倍。</p>

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          <p>Python因其执行效率无法被应用于大规模项目中，但是目前神经网络的发展已经达到了无法脱离的地步，如果项目架构设计不好，会存在多种编程语言混合编程的现象。</p>

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          <p>从16年开始使用Python至今已经四年，时常温故还可知新。本篇将介绍Python的一些基本概念和语法。</p>

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          <p>还是在17年时，苦于全连接神经网络的性能结构不够，花了整整一月的时光才纯代码实现了GRU单元RNN，整个过程又苦又甜。偶然学习了Tensorflow，那时还是0.8版本，全自动梯度反向传播、GPU加速训练无一不让我兴奋。如今Tensorflow也已经进入了2.0时代，1.0的静态结构图终于还是被完全抛弃了。PyTorch也是一个动态的结构的神经网络框架，究竟是入门PyTorch还是放弃Tensorflow2.0，就让我们拭目以待吧。</p>

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          <p>Python是一种跨平台的计算机程序设计语言。 是一个高层次的结合了解释性、编译性、互动性和面向对象的脚本语言。它并没有出色的运行速度，但是其高效的开发速度被广泛应用于人工智能为代表的多种编程场景中。</p>

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          <p>doccano是documment anotation的缩写，可以方便的用于自然语言处理的语料标注。只需安装好合适的python环境，就可以启动服务，可以多人通过WEB来共同完成标注任务。标注过程只需鼠标的拖拉和点击，标注流程非常简单。</p>

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          <p>飞桨(PaddlePaddle)以百度多年的深度学习技术研究和业务应用为基础，是中国首个开源开放、技术领先、功能完备的产业级深度学习平台，集深度学习核心训练和推理框架、基础模型库、端到端开发套件和丰富的工具组件于一体。这里将介绍paddlepaddle在python环境的部署，BP神经网络模型的搭建。</p>

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          <p>Java是由Sun Microsystems公司于1995年5月推出的高级程序设计语言。它可运行于多个平台而被广泛使用，如Windows, Mac OS及其他多种UNIX版本的系统。本文将介绍Java在windows下的安装与环境变量的配置和多版本共存问题。</p>

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          <p>Neo4j是一个世界领先的开源图形数据库，被广泛应用于知识图谱等技术中。</p>

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          <p>数据库是“按照数据结构来组织、存储和管理数据的仓库”。<br>MySQL是一个关系型数据库管理系统，由瑞典MySQL AB 公司开发，属于 Oracle 旗下产品。MySQL 是最流行的关系型数据库管理系统之一，在 WEB 应用方面，MySQL是最好的 RDBMS (Relational Database Management System，关系数据库管理系统) 应用软件之一。</p>

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