How do optimization algorithms affect model performance?

How do optimization algorithms affect model performance?

Optimization algorithms are crucial as they help in minimizing the loss function, leading to better model accuracy.

Can you give examples of popular optimization algorithms?

Sure! Some popular optimization algorithms include Gradient Descent, Adam, and RMSprop.

What factors should I consider when choosing an optimization algorithm?

You should consider factors like the nature of your data, the complexity of the model, and the convergence speed.

Do different algorithms perform better on different types of models?

Yes, certain algorithms may perform better on specific models, such as Adam for deep learning and SGD for simpler models.