All aspects of optimization techniques

Some tips about the optimization techniques in all kinds of common questions.

linear/nonlinear Regression and find optimal point

Least mean square regression

最小二乘方法

Linear Programming

线性规划

Bayesian optimization

example
https://github.com/ytopt-team/ytopt
Matthieu’s work
Workflow configuration things

This approach is popular for the parameter tunning

Gradient descent

用在DL中的optimizer的主要作用就是通过迭代的方式不断地调整input parameter,然后找到一个最小的loss value。

This vedio provides a good introducetion

How to start from the most general gradient decent to the more recent Adam approach.

Bin packing and job

Job-shop scheduling

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