What are hyperparameters in machine learning and why are they important?
An example of an AI chatbot conversation about the significance of hyperparameters in machine learning.
What are hyperparameters in machine learning and why are they important?
Hyperparameters are settings that you can adjust before training a model. They control the learning process and can significantly affect model performance.
Can you give me some examples of hyperparameters?
Sure! Examples include learning rate, number of trees in a random forest, and the number of hidden layers in a neural network.
How do I choose the right hyperparameters?
Choosing the right hyperparameters often involves techniques like grid search, random search, or using algorithms like Bayesian optimization.
What happens if I set hyperparameters incorrectly?
Incorrect hyperparameter settings can lead to overfitting, underfitting, or poor model performance, making it crucial to tune them properly.
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