rishabhk108/OptimizationML

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Created over 4 years ago
Updated over 3 years ago

rishabhk108/OptimizationML

rishabhk108

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Material for my course: Optimization in Machine Learning

AdvancedOptML

CS 7301: Spring 2021 Course on Advanced Topics in Optimization in Machine Learning

MLClass

Slides and other material (e.g. Demos) of my ML Courses CS 6375 and CS 4375 at UT Dallas

Jupyter Notebook

OptimizationDemos

Some simple demos I use in my optimization in ML course. Includes implementations of ML loss functions (Logistic Loss, SVM Loss, ..) and optimization algorithms (gradient descent, accelerated variants, conjugate GD, etc.)

Jupyter Notebook

jensen-ol

Online Learning built on top of Jensen