- 机器学习和深度学习概念的坚实基础
- 熟练使用 Python 编程
- AI部署硬件约束的基本知识
观众
- 机器学习工程师和 AI 开发人员
- 对 AI 应用感兴趣的嵌入式系统工程师
- 监督 AI 项目的产品经理和技术主管
小型语言模型 （SLM） 是高效且多功能的 AI 工具，可以在从智能手机到物联网设备的各种设备上实施，从而实现智能设备上的应用程序。
这种以讲师为主导的现场培训（在线或现场）面向希望将小型语言模型直接部署到处理能力有限的设备上的中级 IT 专业人员，为各个领域的创新应用开辟了可能性。
在培训结束时，参与者将能够：
- 了解在紧凑型硬件上实施 AI 的挑战和解决方案。
- 优化和压缩 AI 模型，实现高效的设备端部署。
- 利用现代 AI 框架和工具实现设备上的模型。
- 为移动和物联网设备设计和开发实时 AI 应用程序。
- 评估并确保设备上 AI 系统的安全性和隐私性。
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。
设备端 AI 简介
- 设备端机器学习的基础知识
- 小型语言模型的优势和挑战
- 移动和 IoT 设备中的硬件限制概述
设备端部署的模型优化
- 模型量化和修剪
- 针对更小、更高效的模型进行知识提炼
- 选择和调整模型以提高设备性能
特定于平台的 AI 工具和框架
- TensorFlow Lite 和 PyTorch Mobile 简介
- 利用特定于平台的库进行设备端 AI
- 跨平台部署策略
实时推理和 Edge Computing
- 在设备上快速高效推理的技术
- 利用边缘计算实现设备端 AI
- 实时 AI 应用案例研究
电源 Management 和电池寿命注意事项
- 优化 AI 应用程序以提高能源效率
- 平衡性能和功耗
- 延长 AI 供电设备电池寿命的策略
设备端 AI 中的安全和隐私
- 确保数据安全和用户隐私
- 用于隐私保护的设备端数据处理
- 安全的模型更新和维护
用户体验和交互设计
- 为设备用户设计直观的 AI 交互
- 将语言模型与用户界面集成
- 设备端 AI 的用户测试和反馈
Scala能力与维护
- 管理和更新已部署设备上的模型
- 可扩展的设备端 AI 解决方案策略
- 对已部署的 AI 系统进行监控和分析
项目与评估
- 在选定域中开发原型并准备在选定设备上部署
- 设备端 AI 解决方案演示
- 基于效率、创新、实用性的评价
摘要和后续步骤
United Arab Emirates - Small Language Models (SLMs) for On-Device AI
Qatar - Small Language Models (SLMs) for On-Device AI
Egypt - Small Language Models (SLMs) for On-Device AI
Saudi Arabia - Small Language Models (SLMs) for On-Device AI
South Africa - Small Language Models (SLMs) for On-Device AI
Brasil - Small Language Models (SLMs) for On-Device AI
Canada - Small Language Models (SLMs) for On-Device AI
中国 - Small Language Models (SLMs) for On-Device AI
香港 - Small Language Models (SLMs) for On-Device AI
澳門 - Small Language Models (SLMs) for On-Device AI
台灣 - Small Language Models (SLMs) for On-Device AI
USA - Small Language Models (SLMs) for On-Device AI
Österreich - Small Language Models (SLMs) for On-Device AI
Schweiz - Small Language Models (SLMs) for On-Device AI
Deutschland - Small Language Models (SLMs) for On-Device AI
Czech Republic - Small Language Models (SLMs) for On-Device AI
Denmark - Small Language Models (SLMs) for On-Device AI
Estonia - Small Language Models (SLMs) for On-Device AI
Finland - Small Language Models (SLMs) for On-Device AI
Greece - Small Language Models (SLMs) for On-Device AI
Magyarország - Small Language Models (SLMs) for On-Device AI
Ireland - Small Language Models (SLMs) for On-Device AI
Luxembourg - Small Language Models (SLMs) for On-Device AI
Latvia - Small Language Models (SLMs) for On-Device AI
España - Small Language Models (SLMs) for On-Device AI
Lithuania - Small Language Models (SLMs) for On-Device AI
Nederland - Small Language Models (SLMs) for On-Device AI
Norway - Small Language Models (SLMs) for On-Device AI
Portugal - Small Language Models (SLMs) for On-Device AI
România - Small Language Models (SLMs) for On-Device AI
Sverige - Small Language Models (SLMs) for On-Device AI
Türkiye - Small Language Models (SLMs) for On-Device AI
Malta - Small Language Models (SLMs) for On-Device AI
Belgique - Small Language Models (SLMs) for On-Device AI
France - Small Language Models (SLMs) for On-Device AI
日本 - Small Language Models (SLMs) for On-Device AI
Australia - Small Language Models (SLMs) for On-Device AI
Malaysia - Small Language Models (SLMs) for On-Device AI
New Zealand - Small Language Models (SLMs) for On-Device AI
Philippines - Small Language Models (SLMs) for On-Device AI
Singapore - Small Language Models (SLMs) for On-Device AI
Thailand - Small Language Models (SLMs) for On-Device AI
Vietnam - Small Language Models (SLMs) for On-Device AI
India - Small Language Models (SLMs) for On-Device AI
Argentina - Small Language Models (SLMs) for On-Device AI
Chile - Small Language Models (SLMs) for On-Device AI
Costa Rica - Small Language Models (SLMs) for On-Device AI
Ecuador - Small Language Models (SLMs) for On-Device AI
Guatemala - Small Language Models (SLMs) for On-Device AI
Colombia - Small Language Models (SLMs) for On-Device AI
México - Small Language Models (SLMs) for On-Device AI
Panama - Small Language Models (SLMs) for On-Device AI
Peru - Small Language Models (SLMs) for On-Device AI
Uruguay - Small Language Models (SLMs) for On-Device AI
Venezuela - Small Language Models (SLMs) for On-Device AI
Polska - Small Language Models (SLMs) for On-Device AI
United Kingdom - Small Language Models (SLMs) for On-Device AI
South Korea - Small Language Models (SLMs) for On-Device AI
Pakistan - Small Language Models (SLMs) for On-Device AI
Sri Lanka - Small Language Models (SLMs) for On-Device AI
Bulgaria - Small Language Models (SLMs) for On-Device AI
Bolivia - Small Language Models (SLMs) for On-Device AI
Indonesia - Small Language Models (SLMs) for On-Device AI
Kazakhstan - Small Language Models (SLMs) for On-Device AI
Moldova - Small Language Models (SLMs) for On-Device AI
Morocco - Small Language Models (SLMs) for On-Device AI
Tunisia - Small Language Models (SLMs) for On-Device AI
Kuwait - Small Language Models (SLMs) for On-Device AI
Oman - Small Language Models (SLMs) for On-Device AI
Slovakia - Small Language Models (SLMs) for On-Device AI
Kenya - Small Language Models (SLMs) for On-Device AI
Nigeria - Small Language Models (SLMs) for On-Device AI
Botswana - Small Language Models (SLMs) for On-Device AI
Slovenia - Small Language Models (SLMs) for On-Device AI
Croatia - Small Language Models (SLMs) for On-Device AI
Serbia - Small Language Models (SLMs) for On-Device AI
Bhutan - Small Language Models (SLMs) for On-Device AI