Gradient Descent Method

三篇很好的关于Gradient Descent Method的Tutorial,适合初学者在阅读经典的书籍前对Gradient Descent Method先有个大概的了解。

来自Indian Institute of Science E0 270 Machine Learning

课程链接:drona.csa.iisc.ernet.in/~e0270/Jan-2015/

tutorial:

1.(Unconstrained Optimization-Basic Gradient Descent)

drona.csa.iisc.ernet.in/~e0270/Jan-2015/Tutorials/lecture-notes-1.pdf

2.(Newton Method and KKT)

drona.csa.iisc.ernet.in/~e0270/Jan-2015/Tutorials/lecture-notes-2.pdf

3.(Projected Gradient Method)

drona.csa.iisc.ernet.in/~e0270/Jan-2015/Tutorials/lecture-notes-3.pdf

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