What are some examples of using scikit-optimize?

What are some examples of using scikit-optimize?

Scikit-optimize is a library for optimizing hyperparameters. Would you like to see a specific example?

Yes, can you show me how to optimize a simple function?

Sure! You can use the gp_minimize function to optimize a simple function like the Rosenbrock function. Would you like the code?

Yes, please provide the code for that.

Here's a simple example:

from skopt import gp_minimize

# Define the function to optimize
def rosenbrock(x):
    return (1 - x[0])**2 + 100 * (x[1] - x[0]**2)**2

# Optimize the function
res = gp_minimize(rosenbrock, [(-2.0, 2.0), (-1.0, 3.0)])
print(res)