- 對深度學習概念的紮實理解
- 熟練使用 Python 程式設計
- 具有模型優化技術的經驗
觀眾
- 機器學習工程師
- 人工智慧研究人員和從業者
- 科技行業的環保宣導者
小型語言模型 （SLM） 是大型模型的有效替代方案，可提供可比的性能，同時顯著降低計算和能源需求。
這種由講師指導的現場培訓（在線或現場）面向高級機器學習工程師和 AI 研究人員，他們希望使用功能強大且環保的小型語言模型開發節能 AI 解決方案。
在培訓結束時，參與者將能夠：
- 瞭解人工智慧對能源消耗和環境的影響。
- 應用模型壓縮和優化技術來減少 AI 模型的大小和能耗。
- 利用高能效的硬體和軟體框架進行 AI 部署。
- 實施可持續人工智慧發展的最佳實踐。
- 宣導並促進人工智慧行業的可持續實踐。
課程形式
- 互動講座和討論。
- 大量的練習和練習。
- 在現場實驗室環境中動手實施。
課程自定義選項
- 如需申請本課程的定製培訓，請聯繫我們進行安排。
節能人工智慧簡介
- 可持續性在人工智慧中的重要性
- 機器學習中的能耗概述
- 節能 AI 實施案例研究
緊湊模型架構
- 瞭解模型大小和複雜性
- 設計小而有效的模型的技術
- 比較不同模型架構的效率
優化和壓縮技術
- 模型修剪和量化
- 小型模型的知識蒸餾
- 減少能源消耗的高效培訓方法
AI 的硬體注意事項
- 選擇用於訓練和推理的節能硬體
- TPU 和 FPGA 等專用處理器的作用
- 平衡性能和功耗
綠色編碼實踐
- 編寫節能代碼
- 分析和優化 AI 演算法
- 可持續軟體開發的最佳實踐
可再生能源和人工智慧
- 將可再生能源整合到 AI 運營中
- 數據中心的可持續性
- 綠色人工智慧基礎設施的未來
人工智慧系統的生命周期評估
- 測量 AI 模型的碳足跡
- 在整個人工智慧生命週期中減少環境影響的策略
- 人工智慧生命周期評估案例研究
可持續人工智慧的政策和法規
- 瞭解全球標準和法規
- 政策在促進節能人工智慧方面的作用
- 倫理考量和社會影響
專案與評估
- 在所選領域中使用小型語言模型開發原型
- 介紹節能人工智慧系統
- 基於技術效率、創新和環境貢獻的評估
摘要和後續步驟
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