Course Code: generativeaillm
Duration: 21 hours
Prerequisites:
- 了解机器学习概念，如监督学习和无监督学习、损失函数和数据分割。
- 具备Python编程和数据处理经验。
- 具备神经网络和自然语言处理的基础知识。
受众
- 开发者
- 机器学习爱好者
Overview:
生成式AI是一种能够创建原创内容（如文本、图像、音乐和代码）的AI。大型语言模型（LLMs）是强大的神经网络，能够处理和生成自然语言。
本次由讲师指导的培训（线上或线下）面向中级开发者，旨在帮助他们学习如何将生成式AI与LLMs应用于各种任务和领域。
培训结束后，参与者将能够：
- 解释生成式AI是什么及其工作原理。
- 描述驱动LLMs的Transformer架构。
- 使用经验缩放法则针对不同任务和约束优化LLMs。
- 应用最先进的工具和方法训练、微调和部署LLMs。
- 讨论生成式AI对社会和商业的机遇与风险。
课程形式
- 互动式讲座与讨论。
- 大量练习与实践。
- 在实时实验室环境中动手操作。
课程定制选项
- 如需定制本课程，请联系我们安排。
Course Outline:
生成式AI简介
- 什么是生成式AI？为何重要？
- 生成式AI的主要类型和技术
- 生成式AI的关键挑战与局限
Transformer架构与LLMs
- 什么是Transformer？它是如何工作的？
- Transformer的主要组件和特性
- 使用Transformer构建LLMs
缩放法则与优化
- 什么是缩放法则？为何对LLMs重要？
- 缩放法则如何与模型大小、数据大小、计算预算和推理需求相关？
- 缩放法则如何帮助优化LLMs的性能和效率？
训练与微调LLMs
- 从头开始训练LLMs的主要步骤和挑战
- 针对特定任务微调LLMs的优缺点
- 训练和微调LLMs的最佳实践与工具
部署与使用LLMs
- 在生产环境中部署LLMs的主要考虑与挑战
- LLMs在各个领域和行业中的常见用例和应用
- 将LLMs与其他AI系统和平台集成
生成式AI的伦理与未来
- 生成式AI与LLMs的伦理和社会影响
- 生成式AI与LLMs的潜在风险与危害，如偏见、错误信息和操纵
- 负责任且有益地使用生成式AI与LLMs
总结与下一步
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)