Life essays and machine-learning notes.https://example.com/https://example.com/blog/ml/generative-models-overview/https://example.com/blog/ml/generative-models-overview/系统梳理四大主流生成模型——变分自编码器 (VAE)、生成式对抗网络 (GAN)、扩散模型 (DDPM) 和流模型 (Normalizing Flow) 的动机、数学原理及优劣势分析。Thu, 30 Jul 2026 00:00:00 GMTgenerative-modelsgandiffusion-modelnormalizing-flowvaemachine-learninghttps://example.com/blog/project/bookmarks-2026/https://example.com/blog/project/bookmarks-2026/整理并分享我日常使用的浏览器书签，涵盖数据、学习、开发、娱乐等各个方面。Tue, 28 Jul 2026 00:00:00 GMTbookmarksresourcestoolshttps://example.com/blog/life/quotes/https://example.com/blog/life/quotes/记录那些在不同时刻触动我、值得反复品味的话语。博客页脚的名言均随机抽取自此。Mon, 20 Jul 2026 00:00:00 GMTreadingreflectionhttps://example.com/blog/ml/karpathy-llm-coding-guidelines-zh/https://example.com/blog/ml/karpathy-llm-coding-guidelines-zh/旨在减少常见 LLM 编码错误的行事指南，源自 Andrej Karpathy 的观察。Sun, 19 Jul 2026 00:00:00 GMTmachine-learningllmcoding-guidelineshttps://example.com/blog/ml/karpathy-llm-coding-guidelines/https://example.com/blog/ml/karpathy-llm-coding-guidelines/Behavioral guidelines to reduce common LLM coding mistakes, derived from Andrej Karpathy's observations.Sun, 19 Jul 2026 00:00:00 GMTmachine-learningllmcoding-guidelineshttps://example.com/blog/ml/pml-exercise-3/https://example.com/blog/ml/pml-exercise-3/Probabilistic Machine Learning (PML) Chapter 3 Exercise Solutions.Fri, 10 Jul 2026 00:00:00 GMTmachine-learningprobabilistic-machine-learningexerciseshttps://example.com/blog/ml/pml-exercise-2/https://example.com/blog/ml/pml-exercise-2/Probabilistic Machine Learning (PML) Chapter 2 Exercise Solutions.Fri, 10 Jul 2026 00:00:00 GMTmachine-learningprobabilistic-machine-learningexerciseshttps://example.com/blog/ml/pml-exercise-5/https://example.com/blog/ml/pml-exercise-5/Probabilistic Machine Learning (PML) Chapter 5 Exercise Solutions.Fri, 10 Jul 2026 00:00:00 GMTmachine-learningprobabilistic-machine-learningexerciseshttps://example.com/blog/ml/pml-exercise-4/https://example.com/blog/ml/pml-exercise-4/Probabilistic Machine Learning (PML) Chapter 4 Exercise Solutions.Fri, 10 Jul 2026 00:00:00 GMTmachine-learningprobabilistic-machine-learningexerciseshttps://example.com/blog/ml/pml-exercise-6/https://example.com/blog/ml/pml-exercise-6/Probabilistic Machine Learning (PML) Chapter 6 Exercise Solutions.Fri, 10 Jul 2026 00:00:00 GMTmachine-learningprobabilistic-machine-learningexerciseshttps://example.com/blog/ml/shapley-values-and-shap/https://example.com/blog/ml/shapley-values-and-shap/Notes on Shapley Values and SHAP algorithms for model interpretability.Fri, 10 Jul 2026 00:00:00 GMTmachine-learninginterpretabilityshaphttps://example.com/blog/ml/a-tutorial-on-hawkes-processes/https://example.com/blog/ml/a-tutorial-on-hawkes-processes/霍克斯过程（Hawkes Processes）在社交媒体事件分析中的基础教程，包括点过程基础、自激励机制、模拟采样及参数估计。Wed, 08 Jul 2026 00:00:00 GMThawkes-processespoint-processesmachine-learninghttps://example.com/blog/reading/english-common-abbreviations/https://example.com/blog/reading/english-common-abbreviations/常见英语缩略词如 e.g., i.e., etc., w.r.t., et al., a.k.a., c.f. 的用法说明。Wed, 08 Jul 2026 00:00:00 GMTenglishvocabularyreadinghttps://example.com/blog/reading/greek-alphabet-pronunciation/https://example.com/blog/reading/greek-alphabet-pronunciation/24个希腊字母的大小写形式、英文名称、汉字注音及英语音标。Wed, 08 Jul 2026 00:00:00 GMTgreekpronunciationreadinghttps://example.com/blog/project/how-to-ask-questions/https://example.com/blog/project/how-to-ask-questions/经典文章《提问的智慧》中文翻译版摘抄，教你如何在技术社区高效地提出问题。Mon, 29 Jun 2026 00:00:00 GMTcommunicationopen-sourceguidelineshttps://example.com/blog/project/macbook-setup-guide/https://example.com/blog/project/macbook-setup-guide/记录一台全新 MacBook 的基础设置、开发环境搭建及日常软件清单，作为装机和系统重建时的参考。Sat, 20 Jun 2026 00:00:00 GMTmacosconfigproductivityhttps://example.com/blog/reading/zhuding-gaibian-lishi-de-yidai-ren/https://example.com/blog/reading/zhuding-gaibian-lishi-de-yidai-ren/腾讯研究院周政华关于 AI 原生代认知、情感、社会与意义变迁的长文。Tue, 16 Jun 2026 00:00:00 GMTaialgorithm-nativereadingsocietyhttps://example.com/blog/ml/attention-mechanism-notes/https://example.com/blog/ml/attention-mechanism-notes/A compact machine-learning note with math, code, and references for testing the technical writing path.Wed, 03 Jun 2026 00:00:00 GMTattentiontransformershttps://example.com/blog/life/a-quiet-saturday/https://example.com/blog/life/a-quiet-saturday/A short life essay that demonstrates the slower, reflective side of the blog.Mon, 01 Jun 2026 00:00:00 GMTreflectionweekend