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https://github.com/zsc/diffusion_tutorial#扩散模型教程
https://github.com/zsc/diffusion_tutorial#diffusion-models-from-theory-to-practice
https://github.com/zsc/diffusion_tutorial#前置知识要求
https://github.com/zsc/diffusion_tutorial#课程章节
第1章:扩散模型导论https://github.com/zsc/diffusion_tutorial/blob/main/chapter1.md
https://github.com/zsc/diffusion_tutorial#第1章扩散模型导论
第2章:神经网络架构:U-Net与ViThttps://github.com/zsc/diffusion_tutorial/blob/main/chapter2.md
https://github.com/zsc/diffusion_tutorial#第2章神经网络架构u-net与vit
第3章:去噪扩散概率模型 (DDPM)https://github.com/zsc/diffusion_tutorial/blob/main/chapter3.md
https://github.com/zsc/diffusion_tutorial#第3章去噪扩散概率模型-ddpm
第4章:基于分数的生成模型https://github.com/zsc/diffusion_tutorial/blob/main/chapter4.md
https://github.com/zsc/diffusion_tutorial#第4章基于分数的生成模型
第5章:连续时间扩散模型 (PDE/SDE)https://github.com/zsc/diffusion_tutorial/blob/main/chapter5.md
https://github.com/zsc/diffusion_tutorial#第5章连续时间扩散模型-pdesde
第6章:流匹配 (Flow Matching)https://github.com/zsc/diffusion_tutorial/blob/main/chapter6.md
https://github.com/zsc/diffusion_tutorial#第6章流匹配-flow-matching
第7章:扩散Transformer (DiT)https://github.com/zsc/diffusion_tutorial/blob/main/chapter7.md
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第8章:采样算法与加速技术https://github.com/zsc/diffusion_tutorial/blob/main/chapter8.md
https://github.com/zsc/diffusion_tutorial#第8章采样算法与加速技术
第9章:条件生成与引导技术https://github.com/zsc/diffusion_tutorial/blob/main/chapter9.md
https://github.com/zsc/diffusion_tutorial#第9章条件生成与引导技术
第10章:潜在扩散模型 (LDM)https://github.com/zsc/diffusion_tutorial/blob/main/chapter10.md
https://github.com/zsc/diffusion_tutorial#第10章潜在扩散模型-ldm
第11章:视频扩散模型https://github.com/zsc/diffusion_tutorial/blob/main/chapter11.md
https://github.com/zsc/diffusion_tutorial#第11章视频扩散模型
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https://github.com/zsc/diffusion_tutorial#第12章文本扩散模型
第13章:扩散模型的应用https://github.com/zsc/diffusion_tutorial/blob/main/chapter13.md
https://github.com/zsc/diffusion_tutorial#第13章扩散模型的应用
第14章:前沿研究与未来方向https://github.com/zsc/diffusion_tutorial/blob/main/chapter14.md
https://github.com/zsc/diffusion_tutorial#第14章前沿研究与未来方向
https://github.com/zsc/diffusion_tutorial#附录
附录A:测度论与随机过程速成https://github.com/zsc/diffusion_tutorial/blob/main/appendix-a.md
https://github.com/zsc/diffusion_tutorial#附录a测度论与随机过程速成
附录B:倒向随机微分方程 (BSDE) 速成https://github.com/zsc/diffusion_tutorial/blob/main/appendix-b.md
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附录C:信息几何与分数函数的力学解释https://github.com/zsc/diffusion_tutorial/blob/main/appendix-c.md
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