《The Principles of Diffusion Models》（Lai 等）专著读后感：数学严谨与直觉的平衡
The Principles of Diffusion Models by Lai et al.: thoughts on the monograph [D]
有读者读完 Lai 等人的《The Principles of Diffusion Models》后认为该书在数学严谨性与直觉之间取得了很好的平衡，并配有深入数学细节的附录。该书面向具备基础深度学习知识的研究者、研究生和从业者，全文已在官方网站免费公开。
I recently finished The Principles of Diffusion Models, and honestly I think it’s exceptional.
The authors strike a really good balance between mathematical rigor and intuition, with dedicated appendices for anyone who wants to go deeper into the math.
It’s aimed at researchers, graduate students, and practitioners with basic deep learning knowledge, so you don’t need to already specialize in diffusion models (in my case, a strong background in Information and Probability Theory as well as a solid understanding of DDPMs helped me get more out of it).
Just wanted to share it in case anyone missed it. The full text is freely available on the official website.
Has anyone else read it? Would love to hear your thoughts.
submitted by /u/DenoisedNeuron
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来源：r/MachineLearning · reddit.com