Machine_learning on Sawyer Zheng's Bloghttps://elated-raman-42e0c2.netlify.app/tags/machine_learning/Recent content in Machine_learning on Sawyer Zheng's BlogHugozh-cnMon, 24 Feb 2025 12:42:11 +0800Bayesian Optimizationhttps://elated-raman-42e0c2.netlify.app/post/notes/ai/bayesian_optimization/Tue, 19 Mar 2024 00:00:00 +0000https://elated-raman-42e0c2.netlify.app/post/notes/ai/bayesian_optimization/<div id="outline-container-headline-1" class="outline-2"> <h2 id="headline-1"> 参考 </h2> <div id="outline-text-headline-1" class="outline-text-2"> <ul> <li> <p><a href="https://mp.weixin.qq.com/s?__biz=MzI2MDE1MDg4Mw==&amp;mid=2656708131&amp;idx=3&amp;sn=f78fb3f91a6ae25b675ab72edbee1e75&amp;chksm=f1c0852fc6b70c394f1d95e7716abf9be88b3596cb6bf2066220af63d3a67fbf283a0df225af&amp;scene=27">数学之美——全概率公式 贝叶斯公式</a></p> <ul> <li>贝叶斯条件概率</li> </ul> </li> <li><a href="https://www.jos.org.cn/jos/article/pdf/5607">贝叶斯优化方法和应用综述</a></li> <li> <p><a href="https://distill.pub/2020/bayesian-optimization/">Exploring Bayesian Optimization</a></p> <ul> <li>许多英文资料和实现库</li> </ul> </li> </ul> </div> </div> <div id="outline-container-headline-2" class="outline-2"> <h2 id="headline-2"> 调参优化算法有哪些 </h2> <div id="outline-text-headline-2" class="outline-text-2"> <ul> <li> <p><a href="https://www.cnblogs.com/suanfajin/p/18292979">算法金 | 最难的来了：超参数网格搜索、贝叶斯优化、遗传算法、模型特异化、Hyperopt、Optuna、多目标优化、异步并行优化 - 算法金「全网同名」…</a></p>Svm 支持向量机https://elated-raman-42e0c2.netlify.app/post/notes/ai/svm_%E6%94%AF%E6%8C%81%E5%90%91%E9%87%8F%E6%9C%BA/Wed, 06 Mar 2024 00:00:00 +0000https://elated-raman-42e0c2.netlify.app/post/notes/ai/svm_%E6%94%AF%E6%8C%81%E5%90%91%E9%87%8F%E6%9C%BA/<div id="outline-container-headline-1" class="outline-2"> <h2 id="headline-1"> 参考 </h2> <div id="outline-text-headline-1" class="outline-text-2"> <ul> <li><a href="https://zhuanlan.zhihu.com/p/49331510">看了这篇文章你还不懂SVM你就来打我 - 知乎</a></li> <li><a href="https://blog.csdn.net/v_JULY_v/article/details/7624837">支持向量机通俗导论（理解SVM的三层境界）-CSDN博客</a></li> </ul> </div> </div> <div id="outline-container-headline-2" class="outline-2"> <h2 id="headline-2"> 概念 </h2> <div id="outline-text-headline-2" class="outline-text-2"> <ol> <li>硬间隔</li> <li>软间隔</li> <li>什么是支持向量</li> <li>分类和回归上的区别</li> </ol> </div> </div>