• A robot brain needs knowledge base to understand the word Preliminaries 本页PPT借鉴于复旦大学肖仰华老师 《Data-driven Approaches for Large-scale Knowledge Graph Construction》 Knowledge Graph – KG引领KE复兴  Common Knowledge Graph Construction 1 Data-driven approaches for large-scale KG construction The Pipeline of Knowledge Graph Construction by Data-driven manner Data-driven VS Hand crafted  Manually constructed the huge size, there are many wrong facts Pipeline of Knowledge Graph Construction by Data-driven manner Data-driven approaches for large-scale KG construction AI System = Knowledge + Reasoning  知识抽取

1 《51 测试天地》七十四 www.51testing.com 这是一篇什么文章？ 一篇你对测试开发工作感兴趣，想了解系统工作逻辑的文章。 一篇是你在开始动手搭建环境前需要了解各工具原理的文章。 这是一篇你真正开始前需要查阅的文章。 本文介绍了前后端工作原理，前后端搭建的流程、搭建过程中需要用到的技术以及 开发环境版本。 一、前后端如何工作 Django、Vue 和 Element Element UI 前后 端原理论述  作者：M&T. 2 《51 测试天地》七十四 www.51testing.com 后端开发（Django+Rest Framework+MySQL）： Django 负责处理 HTTP 请求和响应，以及 URL 路由的配置。它接收来自前端的 HTTP 请求，并根据 URL 将请求分发给相应的视图函数进行处理。 Rest Framework 是 Django 开发工作更加专注和高效。前端负责用户界面的呈现和交互，后端负责数据处理和业务 逻辑，通过 API 接口进行数据传输和交互，从而实现一个完整的 Web 应用。 3 《51 测试天地》七十四 www.51testing.com 二、搭建流程 2.1 后端搭建流程 安装相关包->创建工程->后端依赖（pipenv）创建虚拟环境->后端服务配置启动->后 端创建子应用->后端 Rest Framework->数据库配置

silent mode You can use silent installation of Miniconda, Anaconda, or Miniforge for deployment or testing or building services, such as GitHub Actions. Follow the silent-mode instructions for your operating python=3.9 - bokeh=2.4.2 - conda-forge::numpy=1.21.* - nodejs=16.13.* - flask - pip - pip: - Flask-Testing � Note Using wildcards Note the use of the wildcard * when defining a few of the versions in the environment with NumPy 1.7 and its dependencies, and another environment with NumPy 1.6 for legacy testing. If you change one environment, your other environments are not affected. You can easily activate

silent mode You can use silent installation of Miniconda, Anaconda, or Miniforge for deployment or testing or building services, such as GitHub Actions. Follow the silent-mode instructions for your operating python=3.9 - bokeh=2.4.2 - conda-forge::numpy=1.21.* - nodejs=16.13.* - flask - pip - pip: - Flask-Testing � Note Using wildcards Note the use of the wildcard * when defining a few of the versions in the environment with NumPy 1.7 and its dependencies, and another environment with NumPy 1.6 for legacy testing. If you change one environment, your other environments are not affected. You can easily activate

silent mode You can use silent installation of Miniconda, Anaconda, or Miniforge for deployment or testing or building services, such as GitHub Actions. Follow the silent-mode instructions for your operating python=3.9 - bokeh=2.4.2 - conda-forge::numpy=1.21.* - nodejs=16.13.* - flask - pip - pip: - Flask-Testing � Note Using wildcards Note the use of the wildcard * when defining a few of the versions in the environment with NumPy 1.7 and its dependencies, and another environment with NumPy 1.6 for legacy testing. If you change one environment, your other environments are not affected. You can easily activate

silent mode You can use silent installation of Miniconda, Anaconda, or Miniforge for deployment or testing or building services, such as GitHub Actions. Follow the silent-mode instructions for your operating python=3.9 - bokeh=2.4.2 - conda-forge::numpy=1.21.* - nodejs=16.13.* - flask - pip - pip: - Flask-Testing � Note Using wildcards Note the use of the wildcard * when defining a few of the versions in the environment with NumPy 1.7 and its dependencies, and another environment with NumPy 1.6 for legacy testing. If you change one environment, your other environments are not affected. You can easily activate

silent mode You can use silent installation of Miniconda, Anaconda, or Miniforge for deployment or testing or building services, such as GitHub Actions. Follow the silent-mode instructions for your operating guide 33 conda, Release 24.3.1.dev2 (continued from previous page) - flask - pip - pip: - Flask-Testing Note: Using wildcards Note the use of the wildcard * when defining a few of the versions in the environment with NumPy 1.7 and its dependencies, and another environment with NumPy 1.6 for legacy testing. If you change one environment, your other environments are not affected. You can easily activate

silent mode You can use silent installation of Miniconda, Anaconda, or Miniforge for deployment or testing or building services, such as GitHub Actions. Follow the silent-mode instructions for your operating guide 33 conda, Release 24.3.1.dev7 (continued from previous page) - flask - pip - pip: - Flask-Testing Note: Using wildcards Note the use of the wildcard * when defining a few of the versions in the environment with NumPy 1.7 and its dependencies, and another environment with NumPy 1.6 for legacy testing. If you change one environment, your other environments are not affected. You can easily activate

silent mode You can use silent installation of Miniconda, Anaconda, or Miniforge for deployment or testing or building services, such as GitHub Actions. Follow the silent-mode instructions for your operating guide 33 conda, Release 24.5.1.dev1 (continued from previous page) - flask - pip - pip: - Flask-Testing Note: Using wildcards Note the use of the wildcard * when defining a few of the versions in the environment with NumPy 1.7 and its dependencies, and another environment with NumPy 1.6 for legacy testing. If you change one environment, your other environments are not affected. You can easily activate

silent mode You can use silent installation of Miniconda, Anaconda, or Miniforge for deployment or testing or building services, such as GitHub Actions. Follow the silent-mode instructions for your operating guide 33 conda, Release 24.1.2.dev2 (continued from previous page) - flask - pip - pip: - Flask-Testing Note: Using wildcards Note the use of the wildcard * when defining a few of the versions in the environment with NumPy 1.7 and its dependencies, and another environment with NumPy 1.6 for legacy testing. If you change one environment, your other environments are not affected. You can easily activate