本书的内容设计遵循“由浅入深、循序渐进”的原则,力求兼顾知识的系统性与可读性。全书共分为五章,涵盖了人工智能初探、AIGC 大模型简介、AIGC 助力办公、AIGC 图像处理、AIGC 的发展与挑战等多个方面。我们不仅介绍了机器学习、深度学习、自然语言处理等关键技术,还探讨了人工智能对就业市场、隐私保护、法律制度等方面的深远影响。
陈雪飞 徐立睿 王清平 主编
第 1 章 人工智能初探 ········································································································ 1
1.1 走进 AI 世界 ········································································································ 1
1.2 AI 技术工具箱 ····································································································· 7
1.3 揭秘 AIGC ········································································································· 21
1.4 AIGC 改变生活 ··································································································· 24
小结 ························································································································ 30
习题 ························································································································ 30
第 2 章 AIGC 大模型简介 ······························································································· 32
2.1 大语言模型 ········································································································ 32
2.2 图片生成大模型 ·································································································· 55
2.3 提示词 ·············································································································· 62
2.4 大模型进阶应用实例 ···························································································· 67
小结 ························································································································ 70
习题 ························································································································ 70
第 3 章 AIGC 助力办公 ·································································································· 72
3.1 AIGC 辅助编写文档 ····························································································· 72
3.2 AIGC 辅助制作表格 ····························································································· 83
3.3 AIGC 辅助制作演示文档 ······················································································· 97
3.4 AIGC 辅助编写程序代码 ····················································································· 105
小结 ······················································································································ 115
习题 ······················································································································ 115
第 4 章 AIGC 图像处理 ································································································ 117
4.1 AIGC 作画原理 ································································································· 118
4.2 AI 绘画工具:Stable Diffusion ··············································································· 125
4.3 ComfyUI 可视化工作流 ······················································································· 134
4.4 其他图像模型 ··································································································· 142
4.5 LLM 优化图像生成 ···························································································· 147
4.6 高级提示词与工作流 ·························································································· 150
小结 ······················································································································ 153
习题 ······················································································································ 154
第 5 章 AIGC 的发展与挑战 ·························································································· 155
5.1 AIGC 技术发展趋势 ··························································································· 155
5.2 市场应用前景 ··································································································· 171
5.3 社会影响评估 ··································································································· 176
5.4 技术挑战与解决方案 ·························································································· 182
小结 ······················································································································ 187
习题 ······················································································································ 187
参考文献 ······················································································································ 189