- 理解 Machine Learning，特别是深度学习
- 熟悉机器学习库（TensorFlow、Keras、PyTorch、Apache MXNet）
- Python 程式设计经验
观众
- 开发人员
- 数据科学家
Horovod 是一个开源软体框架，旨在使用 TensorFlow、Keras、PyTorch 和 Apache MXNet 处理快速高效的分散式深度学习模型。它可以扩展单个 GPU 训练脚本，以便在多个 GPU 或主机上运行，只需进行最少的代码更改。
这种由讲师指导的即时培训（在线或现场）面向希望使用 Horovod 运行分散式深度学习训练并将其扩展为在多个 GPU 之间并行运行的开发人员或数据科学家。
在本次培训结束时，参与者将能够：
- 设置必要的开发环境以开始运行深度学习训练。
- 安装并配置 Horovod 以使用 TensorFlow、Keras、PyTorch 和 Apache MXNet 训练模型。
- 使用 Horovod 扩展深度学习训练以在多个 GPU 上运行。
课程形式
- 互动讲座和讨论。
- 大量的练习和练习。
- 在即时实验室环境中动手实施。
课程自定义选项
- 本课程侧重于 Horovod，但可能需要其他软体工具和框架，如 TensorFlow、Keras、PyTorch 和 Apache MXNet。如果您有具体要求或偏好，请告诉我们。
- 要申请本课程的定制培训，请联系我们进行安排。
介绍
- Horovod 功能和概念概述
- 了解支援的框架
安装和设定 Horovod
- 准备托管环境
- 为 TensorFlow、Keras、PyTorch 和 Apache MXNet 构建 Horovod
- 正在执行 Horovod
运行分散式训练
- 使用 TensorFlow 修改和运行训练范例
- 使用 Keras 修改和运行训练范例
- 使用 Py 修改和运行训练范例Torch
- 使用 Apache MXNet 修改和运行训练范例
优化分散式训练过程
- 在多个GPU 上运行并发操作
- 优化超参数
- 启用性能自动调整
故障排除
总结和结论
United Arab Emirates - Distributed Deep Learning with Horovod
Qatar - Distributed Deep Learning with Horovod
Egypt - Distributed Deep Learning with Horovod
Saudi Arabia - Distributed Deep Learning with Horovod
South Africa - Distributed Deep Learning with Horovod
Brasil - Distributed Deep Learning with Horovod
Canada - Distributed Deep Learning with Horovod
中国 - Distributed Deep Learning with Horovod
香港 - Distributed Deep Learning with Horovod
澳門 - Distributed Deep Learning with Horovod
台灣 - Distributed Deep Learning with Horovod
USA - Distributed Deep Learning with Horovod
Österreich - Distributed Deep Learning with Horovod
Schweiz - Distributed Deep Learning with Horovod
Deutschland - Distributed Deep Learning with Horovod
Czech Republic - Distributed Deep Learning with Horovod
Denmark - Distributed Deep Learning with Horovod
Estonia - Distributed Deep Learning with Horovod
Finland - Distributed Deep Learning with Horovod
Greece - Distributed Deep Learning with Horovod
Magyarország - Distributed Deep Learning with Horovod
Ireland - Distributed Deep Learning with Horovod
Luxembourg - Distributed Deep Learning with Horovod
Latvia - Distributed Deep Learning with Horovod
España - Distributed Deep Learning with Horovod
Italia - Distributed Deep Learning with Horovod
Lithuania - Distributed Deep Learning with Horovod
Nederland - Distributed Deep Learning with Horovod
Norway - Distributed Deep Learning with Horovod
Portugal - Distributed Deep Learning with Horovod
România - Distributed Deep Learning with Horovod
Sverige - Distributed Deep Learning with Horovod
Türkiye - Distributed Deep Learning with Horovod
Malta - Distributed Deep Learning with Horovod
Belgique - Distributed Deep Learning with Horovod
France - Distributed Deep Learning with Horovod
日本 - Distributed Deep Learning with Horovod
Australia - Distributed Deep Learning with Horovod
Malaysia - Distributed Deep Learning with Horovod
New Zealand - Distributed Deep Learning with Horovod
Philippines - Distributed Deep Learning with Horovod
Singapore - Distributed Deep Learning with Horovod
Thailand - Distributed Deep Learning with Horovod
Vietnam - Distributed Deep Learning with Horovod
India - Distributed Deep Learning with Horovod
Argentina - Distributed Deep Learning with Horovod
Chile - Distributed Deep Learning with Horovod
Costa Rica - Distributed Deep Learning with Horovod
Ecuador - Distributed Deep Learning with Horovod
Guatemala - Distributed Deep Learning with Horovod
Colombia - Distributed Deep Learning with Horovod
México - Distributed Deep Learning with Horovod
Panama - Distributed Deep Learning with Horovod
Peru - Distributed Deep Learning with Horovod
Uruguay - Distributed Deep Learning with Horovod
Venezuela - Distributed Deep Learning with Horovod
Polska - Distributed Deep Learning with Horovod
United Kingdom - Distributed Deep Learning with Horovod
South Korea - Distributed Deep Learning with Horovod
Pakistan - Distributed Deep Learning with Horovod
Sri Lanka - Distributed Deep Learning with Horovod
Bulgaria - Distributed Deep Learning with Horovod
Bolivia - Distributed Deep Learning with Horovod
Indonesia - Distributed Deep Learning with Horovod
Kazakhstan - Distributed Deep Learning with Horovod
Moldova - Distributed Deep Learning with Horovod
Morocco - Distributed Deep Learning with Horovod
Tunisia - Distributed Deep Learning with Horovod
Kuwait - Distributed Deep Learning with Horovod
Oman - Distributed Deep Learning with Horovod
Slovakia - Distributed Deep Learning with Horovod
Kenya - Distributed Deep Learning with Horovod
Nigeria - Distributed Deep Learning with Horovod
Botswana - Distributed Deep Learning with Horovod
Slovenia - Distributed Deep Learning with Horovod
Croatia - Distributed Deep Learning with Horovod
Serbia - Distributed Deep Learning with Horovod
Bhutan - Distributed Deep Learning with Horovod