> For the complete documentation index, see [llms.txt](https://luweikxy.gitbook.io/machine-learning-notes/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://luweikxy.gitbook.io/machine-learning-notes/numerical-calculation-and-optimization.md).

# 数值计算与优化

* [返回顶层目录](https://luweikxy.gitbook.io/machine-learning-notes/pages/-LpO5vE88qYwjk5WM_Qf#目录)
* [梯度下降算法](https://github.com/luweikxy/machine-learning-notes/tree/e3cb097ea9f05763f85dea2bf823b53c26c50eae/content/mathematics/numerical-calculation-and-optimization/gradient-descent.md)
* [等式约束的拉格朗日乘子法](/machine-learning-notes/numerical-calculation-and-optimization/lagrangian-multiplier-method.md)
* [凸优化](/machine-learning-notes/numerical-calculation-and-optimization/convex-optimization.md)