- 對機器學習和深度學習的基本理解
- 具有Python編程經驗
- 熟悉自然語言處理(NLP)概念
觀眾
- AI研究人員
- 數據科學家
- Machine Learning工程師
- 對NLP感興趣的軟件開發人員
Large Language Models (LLMs)由Meta AI開發，是能夠理解和生成類人文本的強大深度學習模型。這些模型廣泛應用於聊天機器人、文本摘要、情緒分析和內容生成等應用。
這個由講師主導的現場培訓（在線或現場）旨在讓中級到高級的AI研究人員、數據科學家和開發人員了解、微調和實施Meta AI的大型語言模型，以便為各種NLP應用程序服務。
參加培訓結束時，參加者將能夠：
- 了解Meta AI的大型語言模型的架構和功能。
- 針對特定用例設置和微調Meta AI LLM。
- 實施基於LLM的應用程序，如文本摘要、聊天機器人和情緒分析。
- 高效優化和部署大型語言模型。
課程形式
- 互動講座和討論。
- 大量的練習和實踐。
- 在實時實驗室環境中進行動手實施。
課程定制選項
- 要請求此課程的定制培訓，請聯繫我們進行安排。
大型語言模型介紹
- Natural Language Processing (NLP)概述
- Large Language Models (LLMs)介紹
- Meta AI對LLM開發的貢獻
了解Meta AI LLM的架構
- Transformer架構和自我注意力機制
- 大規模模型的訓練方法
- 與其他LLM(GPT、BERT、T5等)的比較
設置開發環境
- 安裝和配置Python和Jupyter Notebook
- 使用Hugging Face和Meta AI的模型庫
- 使用基於雲或本地的GPU進行訓練
加載Fine-Tuning和自定義Meta AI LLM
- 加載預訓練模型
- 在特定領域數據集上進行微調
- 遷移學習技術
用Meta AI LLM構建NLP應用程序
- 開發聊天機器人和對話AI
- 實現文本總結和改寫
- 情感分析和內容審核
優化和部署大型語言模型
- 推理速度的性能調優
- 模型壓縮和量化技術
- 使用API和雲平台部署LLM
倫理考慮和負責任的AI
- LLM中的偏見檢測和減輕
- 確保AI模型的透明度和公平性
- AI的未來趨勢和發展
總結和結論
United Arab Emirates - Large Language Models Meta AI
Qatar - Large Language Models Meta AI
Egypt - Large Language Models Meta AI
Saudi Arabia - Large Language Models Meta AI
South Africa - Large Language Models Meta AI
Brasil - Large Language Models Meta AI
Canada - Large Language Models Meta AI
中国 - Large Language Models Meta AI
香港 - Large Language Models Meta AI
澳門 - Large Language Models Meta AI
台灣 - Large Language Models Meta AI
USA - Large Language Models Meta AI
Österreich - Large Language Models Meta AI
Schweiz - Large Language Models Meta AI
Deutschland - Large Language Models Meta AI
Czech Republic - Large Language Models Meta AI
Denmark - Large Language Models Meta AI
Estonia - Large Language Models Meta AI
Finland - Large Language Models Meta AI
Greece - Large Language Models Meta AI
Magyarország - Large Language Models Meta AI
Ireland - Large Language Models Meta AI
Luxembourg - Large Language Models Meta AI
Latvia - Large Language Models Meta AI
España - Large Language Models Meta AI
Italia - Large Language Models Meta AI
Lithuania - Large Language Models Meta AI
Nederland - Large Language Models Meta AI
Norway - Large Language Models Meta AI
Portugal - Large Language Models Meta AI
România - Large Language Models Meta AI
Sverige - Large Language Models Meta AI
Türkiye - Large Language Models Meta AI
Malta - Large Language Models Meta AI
Belgique - Large Language Models Meta AI
France - Large Language Models Meta AI
日本 - Large Language Models Meta AI
Australia - Large Language Models Meta AI
Malaysia - Large Language Models Meta AI
New Zealand - Large Language Models Meta AI
Philippines - Large Language Models Meta AI
Singapore - Large Language Models Meta AI
Thailand - Large Language Models Meta AI
Vietnam - Large Language Models Meta AI
India - Large Language Models Meta AI
Argentina - Large Language Models Meta AI
Chile - Large Language Models Meta AI
Costa Rica - Large Language Models Meta AI
Ecuador - Large Language Models Meta AI
Guatemala - Large Language Models Meta AI
Colombia - Large Language Models Meta AI
México - Large Language Models Meta AI
Panama - Large Language Models Meta AI
Peru - Large Language Models Meta AI
Uruguay - Large Language Models Meta AI
Venezuela - Large Language Models Meta AI
Polska - Large Language Models Meta AI
United Kingdom - Large Language Models Meta AI
South Korea - Large Language Models Meta AI
Pakistan - Large Language Models Meta AI
Sri Lanka - Large Language Models Meta AI
Bulgaria - Large Language Models Meta AI
Bolivia - Large Language Models Meta AI
Indonesia - Large Language Models Meta AI
Kazakhstan - Large Language Models Meta AI
Moldova - Large Language Models Meta AI
Morocco - Large Language Models Meta AI
Tunisia - Large Language Models Meta AI
Kuwait - Large Language Models Meta AI
Oman - Large Language Models Meta AI
Slovakia - Large Language Models Meta AI
Kenya - Large Language Models Meta AI
Nigeria - Large Language Models Meta AI
Botswana - Large Language Models Meta AI
Slovenia - Large Language Models Meta AI
Croatia - Large Language Models Meta AI
Serbia - Large Language Models Meta AI
Bhutan - Large Language Models Meta AI