- 对深度学习概念的扎实理解
- 熟练使用 Python 编程
- 具有模型优化技术的经验
观众
- 机器学习工程师
- 人工智能研究人员和从业者
- 科技行业的环保倡导者
小型语言模型 （SLM） 是大型模型的有效替代方案，可提供可比的性能，同时显著降低计算和能源需求。
这种由讲师指导的现场培训（在线或现场）面向高级机器学习工程师和 AI 研究人员，他们希望使用功能强大且环保的小型语言模型开发节能 AI 解决方案。
在培训结束时，参与者将能够：
- 了解人工智能对能源消耗和环境的影响。
- 应用模型压缩和优化技术来减少 AI 模型的大小和能耗。
- 利用高能效的硬件和软件框架进行 AI 部署。
- 实施可持续人工智能发展的最佳实践。
- 倡导并促进人工智能行业的可持续实践。
课程形式
- 互动讲座和讨论。
- 大量的练习和练习。
- 在现场实验室环境中动手实施。
课程自定义选项
- 如需申请本课程的定制培训，请联系我们进行安排。
节能人工智能简介
- 可持续性在人工智能中的重要性
- 机器学习中的能耗概述
- 节能 AI 实施案例研究
紧凑模型架构
- 了解模型大小和复杂性
- 设计小而有效的模型的技术
- 比较不同模型架构的效率
优化和压缩技术
- 模型修剪和量化
- 小型模型的知识蒸馏
- 减少能源消耗的高效培训方法
AI 的硬件注意事项
- 选择用于训练和推理的节能硬件
- TPU 和 FPGA 等专用处理器的作用
- 平衡性能和功耗
绿色编码实践
- 编写节能代码
- 分析和优化 AI 算法
- 可持续软件开发的最佳实践
可再生能源和人工智能
- 将可再生能源整合到 AI 运营中
- 数据中心的可持续性
- 绿色人工智能基础设施的未来
人工智能系统的生命周期评估
- 测量 AI 模型的碳足迹
- 在整个人工智能生命周期中减少环境影响的策略
- 人工智能生命周期评估案例研究
可持续人工智能的政策和法规
- 了解全球标准和法规
- 政策在促进节能人工智能方面的作用
- 伦理考量和社会影响
项目与评估
- 在所选领域中使用小型语言模型开发原型
- 介绍节能人工智能系统
- 基于技术效率、创新和环境贡献的评估
摘要和后续步骤
United Arab Emirates - Small Language Models (SLMs): Developing Energy-Efficient AI
Qatar - Small Language Models (SLMs): Developing Energy-Efficient AI
Egypt - Small Language Models (SLMs): Developing Energy-Efficient AI
Saudi Arabia - Small Language Models (SLMs): Developing Energy-Efficient AI
South Africa - Small Language Models (SLMs): Developing Energy-Efficient AI
Brasil - Small Language Models (SLMs): Developing Energy-Efficient AI
Canada - Small Language Models (SLMs): Developing Energy-Efficient AI
中国 - Small Language Models (SLMs): Developing Energy-Efficient AI
香港 - Small Language Models (SLMs): Developing Energy-Efficient AI
澳門 - Small Language Models (SLMs): Developing Energy-Efficient AI
台灣 - Small Language Models (SLMs): Developing Energy-Efficient AI
USA - Small Language Models (SLMs): Developing Energy-Efficient AI
Österreich - Small Language Models (SLMs): Developing Energy-Efficient AI
Schweiz - Small Language Models (SLMs): Developing Energy-Efficient AI
Deutschland - Small Language Models (SLMs): Developing Energy-Efficient AI
Czech Republic - Small Language Models (SLMs): Developing Energy-Efficient AI
Denmark - Small Language Models (SLMs): Developing Energy-Efficient AI
Estonia - Small Language Models (SLMs): Developing Energy-Efficient AI
Finland - Small Language Models (SLMs): Developing Energy-Efficient AI
Greece - Small Language Models (SLMs): Developing Energy-Efficient AI
Magyarország - Small Language Models (SLMs): Developing Energy-Efficient AI
Ireland - Small Language Models (SLMs): Developing Energy-Efficient AI
Luxembourg - Small Language Models (SLMs): Developing Energy-Efficient AI
Latvia - Small Language Models (SLMs): Developing Energy-Efficient AI
España - Small Language Models (SLMs): Developing Energy-Efficient AI
Italia - Small Language Models (SLMs): Developing Energy-Efficient AI
Lithuania - Small Language Models (SLMs): Developing Energy-Efficient AI
Nederland - Small Language Models (SLMs): Developing Energy-Efficient AI
Norway - Small Language Models (SLMs): Developing Energy-Efficient AI
Portugal - Small Language Models (SLMs): Developing Energy-Efficient AI
România - Small Language Models (SLMs): Developing Energy-Efficient AI
Sverige - Small Language Models (SLMs): Developing Energy-Efficient AI
Türkiye - Small Language Models (SLMs): Developing Energy-Efficient AI
Malta - Small Language Models (SLMs): Developing Energy-Efficient AI
Belgique - Small Language Models (SLMs): Developing Energy-Efficient AI
France - Small Language Models (SLMs): Developing Energy-Efficient AI
日本 - Small Language Models (SLMs): Developing Energy-Efficient AI
Australia - Small Language Models (SLMs): Developing Energy-Efficient AI
Malaysia - Small Language Models (SLMs): Developing Energy-Efficient AI
New Zealand - Small Language Models (SLMs): Developing Energy-Efficient AI
Philippines - Small Language Models (SLMs): Developing Energy-Efficient AI
Singapore - Small Language Models (SLMs): Developing Energy-Efficient AI
Thailand - Small Language Models (SLMs): Developing Energy-Efficient AI
Vietnam - Small Language Models (SLMs): Developing Energy-Efficient AI
India - Small Language Models (SLMs): Developing Energy-Efficient AI
Argentina - Small Language Models (SLMs): Developing Energy-Efficient AI
Chile - Small Language Models (SLMs): Developing Energy-Efficient AI
Costa Rica - Small Language Models (SLMs): Developing Energy-Efficient AI
Ecuador - Small Language Models (SLMs): Developing Energy-Efficient AI
Guatemala - Small Language Models (SLMs): Developing Energy-Efficient AI
Colombia - Small Language Models (SLMs): Developing Energy-Efficient AI
México - Small Language Models (SLMs): Developing Energy-Efficient AI
Panama - Small Language Models (SLMs): Developing Energy-Efficient AI
Peru - Small Language Models (SLMs): Developing Energy-Efficient AI
Uruguay - Small Language Models (SLMs): Developing Energy-Efficient AI
Venezuela - Small Language Models (SLMs): Developing Energy-Efficient AI
Polska - Small Language Models (SLMs): Developing Energy-Efficient AI
United Kingdom - Small Language Models (SLMs): Developing Energy-Efficient AI
South Korea - Small Language Models (SLMs): Developing Energy-Efficient AI
Pakistan - Small Language Models (SLMs): Developing Energy-Efficient AI
Sri Lanka - Small Language Models (SLMs): Developing Energy-Efficient AI
Bulgaria - Small Language Models (SLMs): Developing Energy-Efficient AI
Bolivia - Small Language Models (SLMs): Developing Energy-Efficient AI
Indonesia - Small Language Models (SLMs): Developing Energy-Efficient AI
Kazakhstan - Small Language Models (SLMs): Developing Energy-Efficient AI
Moldova - Small Language Models (SLMs): Developing Energy-Efficient AI
Morocco - Small Language Models (SLMs): Developing Energy-Efficient AI
Tunisia - Small Language Models (SLMs): Developing Energy-Efficient AI
Kuwait - Small Language Models (SLMs): Developing Energy-Efficient AI
Oman - Small Language Models (SLMs): Developing Energy-Efficient AI
Slovakia - Small Language Models (SLMs): Developing Energy-Efficient AI
Kenya - Small Language Models (SLMs): Developing Energy-Efficient AI
Nigeria - Small Language Models (SLMs): Developing Energy-Efficient AI
Botswana - Small Language Models (SLMs): Developing Energy-Efficient AI
Slovenia - Small Language Models (SLMs): Developing Energy-Efficient AI
Croatia - Small Language Models (SLMs): Developing Energy-Efficient AI
Serbia - Small Language Models (SLMs): Developing Energy-Efficient AI
Bhutan - Small Language Models (SLMs): Developing Energy-Efficient AI
Nepal - Small Language Models (SLMs): Developing Energy-Efficient AI
Uzbekistan - Small Language Models (SLMs): Developing Energy-Efficient AI