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Using Scikit-Learn to optimize some of the hyperparameters of Classic ML Models

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hyperparameter-optimization hyperparameter-tuning machine-learning scikit-learn tuning cross-validation grid-search-hyperparameters random-search

auto-tuning-of-classic-machine-learning-models-hyperparameters-using-scikit-learn's Introduction

Auto-tuning-of-Classic-Machine-Learning-Models-Hyperparameters-Using-Scikit-Learn

To see the optimization process go to the end of the file.

I used Scikit-Learn to optimize some of the hyperparameters of Classic ML Models

At first I tried manual methods to do this. I also mentioned a few ways of evaluating a model.

I gathered a lot of info and put it into this file as a teaching material for class that I was teaching in.

I did not put all of my teaching material here but THIS IS THE HIGHLIGHT OF WHAT I TAUGHT, and as always I hope that it can help someone out.

Random Search and Grid search have been used in this file.

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