GridSearch VS RandomizedSearch VS BayesSearch

Different optimization algorithms you should know

Jay Hui
Towards Data Science
3 min readNov 29, 2020

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You may know optimization algorithms (GridSearch, RandomizedSearch or even BayesianSearch) for tuning hyper-parameters in the machine learning model. So which one should you use it? And how to use it? In this post, I am going to give a tutorial with real code demo and comparison:

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