# 零基础学 AI | AI Beginner Guide

## Docs

- [零基础学 AI](https://yeasy.gitbook.io/ai_beginner_guide/readme.md)
- [第一章 走进人工智能世界](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/01_ai_intro.md)
- [1.1 那个永远认不出猫的超级计算机](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/01_ai_intro/1.1_what_is_ai.md)
- [1.2 达特茅斯的夏天与漫长的寒冬](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/01_ai_intro/1.2_ai_history.md)
- [1.3 为什么贾维斯还不够聪明？](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/01_ai_intro/1.3_ai_types.md)
- [1.4 消失的收银员与看不见的算法](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/01_ai_intro/1.4_ai_applications.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/01_ai_intro/summary.md)
- [第二章 AI 核心概念速览](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/02_core_concepts.md)
- [2.1 智能的套娃](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/02_core_concepts/2.1_ai_ml_dl.md)
- [2.2 作为燃料的数据](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/02_core_concepts/2.2_data.md)
- [2.3 算法：就是一张番茄炒蛋的菜谱](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/02_core_concepts/2.3_algorithms.md)
- [2.4 怎么训练？就像反复做题并订正](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/02_core_concepts/2.4_training.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/02_core_concepts/summary.md)
- [第三章 AI 技术生态与工具全景](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/03_ai_ecosystem.md)
- [3.1 盖房子的艺术](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/03_ai_ecosystem/3.1_tech_stack.md)
- [3.2 选云厂商就像选厨房](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/03_ai_ecosystem/3.2_platforms.md)
- [3.3 开源的盛宴：Hold 住你的 Hugging Face](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/03_ai_ecosystem/3.3_frameworks.md)
- [3.4 中央厨房与自热火锅](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/03_ai_ecosystem/3.4_cloud_edge.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-yi-bu-fen-ai-ji-chu-ru-men/03_ai_ecosystem/summary.md)
- [第四章 机器学习原理](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/04_machine_learning.md)
- [4.1 归纳法与机器学习](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/04_machine_learning/4.1_ml_principles.md)
- [4.2 监督学习](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/04_machine_learning/4.2_supervised.md)
- [4.3 无监督学习](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/04_machine_learning/4.3_unsupervised.md)
- [4.4 强化学习](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/04_machine_learning/4.4_reinforcement.md)
- [4.5 强化学习的真实场景与挑战](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/04_machine_learning/4.5_rl_applications.md)
- [4.6 自监督学习](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/04_machine_learning/4.6_self_supervised.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/04_machine_learning/summary.md)
- [第五章 深度学习揭秘](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/05_deep_learning.md)
- [5.1 神经网络](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/05_deep_learning/5.1_neural_networks.md)
- [5.2 深度学习训练](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/05_deep_learning/5.2_techniques.md)
- [5.3 深度学习架构](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/05_deep_learning/5.3_architectures.md)
- [5.4 深度学习的局限性](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/05_deep_learning/5.4_challenges.md)
- [5.5 数学直觉：理解神经网络的灵魂（可选）](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/05_deep_learning/5.5_math_intuition.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/05_deep_learning/summary.md)
- [第六章 大语言模型详解](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/06_llm.md)
- [6.1 语言模型演变](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/06_llm/6.1_evolution.md)
- [6.2 大模型原理](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/06_llm/6.2_how_llm_works.md)
- [6.3 Transformer 的注意力机制详解](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/06_llm/6.3_transformer_attention.md)
- [6.4 预训练与微调](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/06_llm/6.4_pretrain_finetune.md)
- [6.5 主流大模型](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/06_llm/6.5_major_llms.md)
- [6.6 大模型的部署与推理：让模型跑起来](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/06_llm/6.6_deployment.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/06_llm/summary.md)
- [第七章 推理模型与推理计算](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/07_reasoning_models.md)
- [7.1 两种思维方式：System 1 vs System 2](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/07_reasoning_models/7.1_system1_vs_system2.md)
- [7.2 推理模型的工作原理](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/07_reasoning_models/7.2_how_reasoning_works.md)
- [7.3 推理计算：新的AI范式](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/07_reasoning_models/7.3_inference_compute.md)
- [7.4 主流推理模型深度对比](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/07_reasoning_models/7.4_major_reasoning_models.md)
- [7.5 推理模型的局限与成本](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/07_reasoning_models/7.5_limitations_costs.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/07_reasoning_models/summary.md)
- [第八章 新架构与创新案例](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/08_new_architectures.md)
- [8.1 问题的根源：Transformer 的二次复杂度](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/08_new_architectures/8.1_transformer_limitation.md)
- [8.2 状态空间模型入门](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/08_new_architectures/8.2_ssm_basics.md)
- [8.3 混合架构的未来：Jamba、Bamba、Titans](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/08_new_architectures/8.3_hybrid_architectures.md)
- [8.4 长上下文与持久记忆：新能力的社会影响](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/08_new_architectures/8.4_long_context.md)
- [8.5 DeepSeek 是什么：从小创业到 AI 独角兽](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/08_new_architectures/8.5_deepseek_story.md)
- [8.6 DeepSeek 的技术创新：MLA 和 MoE](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/08_new_architectures/8.6_mla_moe_innovation.md)
- [8.7 DeepSeek-R1：推理模型的黑马](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/08_new_architectures/8.7_deepseek_r1.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/08_new_architectures/summary.md)
- [第九章 多模态与生成式 AI](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/09_multimodal_genai.md)
- [9.1 多模态学习](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/09_multimodal_genai/9.1_multimodal.md)
- [9.2 图像生成与扩散模型](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/09_multimodal_genai/9.2_image_generation.md)
- [9.3 视频与音频生成](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/09_multimodal_genai/9.3_video_audio.md)
- [9.4 原生全模态与具身智能](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/09_multimodal_genai/9.4_fusion.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-er-bu-fen-he-xin-ji-shu-jie-xi/09_multimodal_genai/summary.md)
- [第十章 主流 AI 工具使用指南](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/10_ai_tools.md)
- [10.1 ChatGPT](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/10_ai_tools/10.1_chatgpt.md)
- [10.2 Claude](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/10_ai_tools/10.2_claude.md)
- [10.3 Gemini](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/10_ai_tools/10.3_gemini.md)
- [10.4 国产 AI 工具](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/10_ai_tools/10.4_chinese_tools.md)
- [10.5 垂直领域工具](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/10_ai_tools/10.5_other_tools.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/10_ai_tools/summary.md)
- [第十一章 提示词工程入门](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/11_prompt_basics.md)
- [11.1 提示词工程简介](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/11_prompt_basics/11.1_what_is_prompt.md)
- [11.2 提示词黄金三原则](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/11_prompt_basics/11.2_principles.md)
- [11.3 常用提示词模式](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/11_prompt_basics/11.3_patterns.md)
- [11.4 常见错误清单](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/11_prompt_basics/11.4_mistakes.md)
- [11.5 提示词工程的失效边界](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/11_prompt_basics/11.5_when_prompting_fails.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/11_prompt_basics/summary.md)
- [第十二章 提示词工程进阶与上下文工程](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/12_prompt_advanced.md)
- [12.1 思维链](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/12_prompt_advanced/12.1_chain_of_thought.md)
- [12.2 结构化输出](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/12_prompt_advanced/12.2_structured_output.md)
- [12.3 迭代优化](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/12_prompt_advanced/12.3_iterative.md)
- [12.4 高级提示词技巧](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/12_prompt_advanced/12.4_advanced_techniques.md)
- [12.5 上下文工程：AI 时代的基本素养](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/12_prompt_advanced/12.5_context_engineering.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/12_prompt_advanced/summary.md)
- [第十三章 AI 实战应用场景](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/13_scenarios.md)
- [13.1 职场应用](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/13_scenarios/13.1_work_efficiency.md)
- [13.2 学习助手](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/13_scenarios/13.2_learning_mentor.md)
- [13.3 编程助手](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/13_scenarios/13.3_coding_assistant.md)
- [13.4 生活助手](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/13_scenarios/13.4_life_assistant.md)
- [13.5 AI 在非技术行业的应用](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/13_scenarios/13.5_non_tech_industries.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-san-bu-fen-shi-zhan-ying-yong-ji-qiao/13_scenarios/summary.md)
- [第十四章 AI 智能体与多智能体系统](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/14_agents.md)
- [14.1 什么是智能体？](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/14_agents/14.1_what_is_agent.md)
- [14.2 智能体是如何工作的？](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/14_agents/14.2_planning_action.md)
- [14.3 低代码智能体开发平台](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/14_agents/14.3_no_code_platform.md)
- [14.4 多智能体协作系统：从独奏到交响乐](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/14_agents/14.4_multi_agent_systems.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/14_agents/summary.md)
- [第十五章 AI 伦理、安全与未来](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/15_ethics_future.md)
- [15.1 AI 的偏见与伦理](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/15_ethics_future/15.1_ethics.md)
- [15.2 安全与隐私挑战](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/15_ethics_future/15.2_safety.md)
- [15.3 AI 对就业的影响](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/15_ethics_future/15.3_impact.md)
- [15.4 迈向 AGI](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/15_ethics_future/15.4_outlook.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/15_ethics_future/summary.md)
- [第十六章 AI 硬件与量子计算入门](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/16_ai_hardware_quantum.md)
- [16.1 AI 芯片基础：GPU、TPU、NPU](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/16_ai_hardware_quantum/16.1_ai_chips.md)
- [16.2 量子计算与 AI 的未来](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/16_ai_hardware_quantum/16.2_quantum_computing.md)
- [本章小结](https://yeasy.gitbook.io/ai_beginner_guide/di-si-bu-fen-jin-jie-yu-zhan-wang/16_ai_hardware_quantum/summary.md)
- [附录 A：AI 核心术语表](https://yeasy.gitbook.io/ai_beginner_guide/fu-lu/appendix_a_glossary.md)
- [附录 B：常用 AI 工具与资源汇总](https://yeasy.gitbook.io/ai_beginner_guide/fu-lu/appendix_b_tools.md)
- [附录 C：推荐阅读与学习资源](https://yeasy.gitbook.io/ai_beginner_guide/fu-lu/appendix_c_resources.md)
- [附录 D：AI 学习路线图](https://yeasy.gitbook.io/ai_beginner_guide/fu-lu/appendix_d_learning_path.md)
- [附录 E：工程师配套实验代码](https://yeasy.gitbook.io/ai_beginner_guide/fu-lu/labs.md)
- [附录 F：快变事实核验表](https://yeasy.gitbook.io/ai_beginner_guide/fu-lu/appendix_f_volatile_facts.md)