Introduction to the Random Search Method
Explore the random search method for hyperparameter optimization in machine learning. Learn how to apply this computationally efficient technique using scikit-learn to improve model performance by selecting the best hyperparameter combinations through random sampling and evaluation.
We'll cover the following...
We'll cover the following...
What is the random search method?
The random search method is a simple approach for hyperparameter optimization in ML. It is a popular technique widely used by practitioners because of its simplicity and ease of implementation. We’ll learn its theory and how to apply it in a simple ML project using the open-source Python library called scikit-learn. ...