How can I optimize parameters in my Python model?
You can use techniques like grid search, random search, or Bayesian optimization to optimize parameters.
What libraries can help with parameter optimization?
Popular libraries include Scikit-learn for grid and random search, and Optuna for more advanced optimization.
Can you give me an example of using grid search?
Sure! You can use GridSearchCV
from Scikit-learn to find the best parameters for your model.
What are the advantages of using Bayesian optimization?
Bayesian optimization is efficient for expensive functions and can find optimal parameters with fewer evaluations.
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