收集有哪些可视化的方法
matplotlib for visualizing frames
moviepy to convert to a gif
用这样的图展示出来,每一步是怎么变化的
Test functions for optimization
- 手动求导
- 借助sympy求导
- 微分求导
$\frac{d f(x)}{d x}=\frac{f(x+h)-f(x-h)}{2 h}$
- matplotlib [二维/三维]
- 静态
- 动态
- matplotlib.pyplot.ion()
- matplotlib.animation
- +moviepy 动态化
可视化算法网站 https://visualgo.net/zh
d3.js
https://developers.google.com/chart/interactive/docs/quick_start
https://cloud.tencent.com/developer/article/1075414
https://www.phpyuan.com/275119.html
https://www.youtube.com/watch?v=ugGkewcKk9Q
https://zhuanlan.zhihu.com/p/30661380
https://zhuanlan.zhihu.com/p/41799394
https://blog.csdn.net/wangwei19871103/article/details/90814987
https://towardsdatascience.com/why-visualize-gradient-descent-optimization-algorithms-a393806eee2
https://zhuanlan.zhihu.com/p/34236792
https://emiliendupont.github.io/2018/01/24/optimization-visualization/