Course Code: generativeaillm
Duration: 21 hours
Prerequisites:
- 瞭解機器學習概念，如監督學習和無監督學習、損失函數和數據分割。
- 具備Python編程和數據處理經驗。
- 具備神經網絡和自然語言處理的基礎知識。
受衆
- 開發者
- 機器學習愛好者
Overview:
生成式AI是一種能夠創建原創內容（如文本、圖像、音樂和代碼）的AI。大型語言模型（LLMs）是強大的神經網絡，能夠處理和生成自然語言。
本次由講師指導的培訓（線上或線下）面向中級開發者，旨在幫助他們學習如何將生成式AI與LLMs應用於各種任務和領域。
培訓結束後，參與者將能夠：
- 解釋生成式AI是什麼及其工作原理。
- 描述驅動LLMs的Transformer架構。
- 使用經驗縮放法則針對不同任務和約束優化LLMs。
- 應用最先進的工具和方法訓練、微調和部署LLMs。
- 討論生成式AI對社會和商業的機遇與風險。
課程形式
- 互動式講座與討論。
- 大量練習與實踐。
- 在即時實驗室環境中動手操作。
課程定製選項
- 如需定製本課程，請聯繫我們安排。
Course Outline:
生成式AI簡介
- 什麼是生成式AI？爲何重要？
- 生成式AI的主要類型和技術
- 生成式AI的關鍵挑戰與侷限
Transformer架構與LLMs
- 什麼是Transformer？它是如何工作的？
- Transformer的主要組件和特性
- 使用Transformer構建LLMs
縮放法則與優化
- 什麼是縮放法則？爲何對LLMs重要？
- 縮放法則如何與模型大小、數據大小、計算預算和推理需求相關？
- 縮放法則如何幫助優化LLMs的性能和效率？
訓練與微調LLMs
- 從頭開始訓練LLMs的主要步驟和挑戰
- 針對特定任務微調LLMs的優缺點
- 訓練和微調LLMs的最佳實踐與工具
部署與使用LLMs
- 在生產環境中部署LLMs的主要考慮與挑戰
- LLMs在各個領域和行業中的常見用例和應用
- 將LLMs與其他AI系統和平臺集成
生成式AI的倫理與未來
- 生成式AI與LLMs的倫理和社會影響
- 生成式AI與LLMs的潛在風險與危害，如偏見、錯誤信息和操縱
- 負責任且有益地使用生成式AI與LLMs
總結與下一步
United Arab Emirates - Generative AI with Large Language Models (LLMs)
Qatar - Generative AI with Large Language Models (LLMs)
Egypt - Generative AI with Large Language Models (LLMs)
Saudi Arabia - Generative AI with Large Language Models (LLMs)
South Africa - Generative AI with Large Language Models (LLMs)
Brasil - IA Generativa com Modelos de Linguagem Grandes (LLMs)
Canada - Generative AI with Large Language Models (LLMs)
香港 - Generative AI with Large Language Models (LLMs)
澳門 - Generative AI with Large Language Models (LLMs)
USA - Generative AI with Large Language Models (LLMs)
Österreich - Generative KI mit großen Sprachmodellen (LLMs)
Schweiz - Generative KI mit großen Sprachmodellen (LLMs)
Deutschland - Generative KI mit großen Sprachmodellen (LLMs)
Czech Republic - Generativní umělá inteligence s velkými jazykovými modely (LLMs)
Denmark - Generative AI with Large Language Models (LLMs)
Estonia - Generative AI with Large Language Models (LLMs)
Finland - Generative AI with Large Language Models (LLMs)
Greece - Γεννητική Τεχνητή Νοημοσύνη με Μεγάλα Μοντέλα Γλώσσας (LLMs)
Magyarország - Generatív MI Nagy Nyelvi Modellekkel (LLM-ek)
Ireland - Generative AI with Large Language Models (LLMs)
Luxembourg - Generative AI with Large Language Models (LLMs)
Latvia - Generative AI with Large Language Models (LLMs)
España - IA Generativa con Modelos de Lenguaje Grandes (LLMs)
Italia - Generative AI con Modelli Linguistici Large (LLMs)
Lithuania - Generative AI with Large Language Models (LLMs)
Nederland - Generatieve AI met Large Language Models (LLMs)
Norway - Generativ AI med store språkmodeller (LLMs)
Portugal - IA Generativa com Modelos de Linguagem Grandes (LLMs)
România - AI Generativă cu Modele de Limbaj de Mare Amploare (LLMs)
Sverige - Generativ AI med stora språkmodeller (LLMs)
Türkiye - Büyük Dil Modelleri (LLMs) ile Üretici Yapay Zeka
Malta - Generative AI with Large Language Models (LLMs)
Belgique - IA générative avec des modèles de langage à grande échelle (LLMs)
France - IA générative avec des modèles de langage à grande échelle (LLMs)
Australia - Generative AI with Large Language Models (LLMs)
Malaysia - Generative AI with Large Language Models (LLMs)
New Zealand - Generative AI with Large Language Models (LLMs)
Philippines - Generative AI with Large Language Models (LLMs)
Singapore - Generative AI with Large Language Models (LLMs)
Thailand - Generative AI with Large Language Models (LLMs)
Vietnam - Trí tuệ nhân tạo sinh thành với các mô hình ngôn ngữ lớn (LLMs)
India - Generative AI with Large Language Models (LLMs)
Argentina - IA Generativa con Modelos de Lenguaje Grandes (LLMs)
Chile - IA Generativa con Modelos de Lenguaje Grandes (LLMs)
Costa Rica - IA Generativa con Modelos de Lenguaje Grandes (LLMs)
Ecuador - IA Generativa con Modelos de Lenguaje Grandes (LLMs)
Guatemala - IA Generativa con Modelos de Lenguaje Grandes (LLMs)
Colombia - IA Generativa con Modelos de Lenguaje Grandes (LLMs)
México - IA Generativa con Modelos de Lenguaje Grandes (LLMs)
Panama - IA Generativa con Modelos de Lenguaje Grandes (LLMs)
Peru - IA Generativa con Modelos de Lenguaje Grandes (LLMs)
Uruguay - IA Generativa con Modelos de Lenguaje Grandes (LLMs)
Venezuela - IA Generativa con Modelos de Lenguaje Grandes (LLMs)
Polska - Generative AI z dużymi modelami językowymi (LLMs)
United Kingdom - Generative AI with Large Language Models (LLMs)
South Korea - 대규모 언어 모델(LLMs)을 사용한 생성형 AI
Pakistan - Generative AI with Large Language Models (LLMs)
Sri Lanka - Generative AI with Large Language Models (LLMs)
Bulgaria - Генеративно ИИ с голями езикови модели (LLMs)
Bolivia - IA Generativa con Modelos de Lenguaje Grandes (LLMs)
Indonesia - Generative AI with Large Language Models (LLMs)
Kazakhstan - Generative AI with Large Language Models (LLMs)
Moldova - AI Generativă cu Modele de Limbaj de Mare Amploare (LLMs)
Morocco - Generative AI with Large Language Models (LLMs)
Tunisia - Generative AI with Large Language Models (LLMs)
Kuwait - Generative AI with Large Language Models (LLMs)
Oman - Generative AI with Large Language Models (LLMs)
Slovakia - Generative AI with Large Language Models (LLMs)
Kenya - Generative AI with Large Language Models (LLMs)
Nigeria - Generative AI with Large Language Models (LLMs)
Botswana - Generative AI with Large Language Models (LLMs)
Slovenia - Generative AI with Large Language Models (LLMs)
Croatia - Generative AI with Large Language Models (LLMs)
Serbia - Generative AI with Large Language Models (LLMs)
Bhutan - Generative AI with Large Language Models (LLMs)
Nepal - Generative AI with Large Language Models (LLMs)
Uzbekistan - Generative AI with Large Language Models (LLMs)
US Government - Generative AI with Large Language Models (LLMs)