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id=\"项目概述\">项目概述\u003C\u002Fh2>\u003Cp>Determined 是一个全栈深度学习平台，兼容PyTorch和TensorFlow。它负责分布式训练以加速结果、超参数调优以获得最佳模型、资源管理以降低云GPU成本、以及实验追踪以实现分析和可重现性。\u003C\u002Fp>\n\u003Ch2 id=\"主要功能\">主要功能\u003C\u002Fh2>\u003Cul>\n\u003Cli>\u003Cstrong>分布式训练\u003C\u002Fstrong>：加速模型训练\u003C\u002Fli>\n\u003Cli>\u003Cstrong>超参数调优\u003C\u002Fstrong>：获得最佳模型\u003C\u002Fli>\n\u003Cli>\u003Cstrong>资源管理\u003C\u002Fstrong>：降低云GPU成本\u003C\u002Fli>\n\u003Cli>\u003Cstrong>实验追踪\u003C\u002Fstrong>：分析和可重现性\u003C\u002Fli>\n\u003Cli>Python库：使现有PyTorch\u002FTensorFlow代码兼容Determined\u003C\u002Fli>\n\u003Cli>CLI：启动集群、训练模型、配置分布式训练和超参数调优\u003C\u002Fli>\n\u003Cli>Web UI：查看损失曲线、超参数图、代码快照、模型注册、集群利用率、调试日志等\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch2 id=\"适用人群\">适用人群\u003C\u002Fh2>\u003Cul>\n\u003Cli>机器学习工程师和数据科学家\u003C\u002Fli>\n\u003Cli>需要大规模模型训练的团队\u003C\u002Fli>\n\u003Cli>希望优化GPU资源使用的组织\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch2 id=\"快速上手\">快速上手\u003C\u002Fh2>\u003Col>\n\u003Cli>安装CLI：\u003Ccode>pip install 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