What are the types of gradient descent?
An example of an AI chatbot conversation about types of gradient descent in machine learning.
What are the different types of gradient descent?
There are three main types of gradient descent: Batch Gradient Descent, Stochastic Gradient Descent, and Mini-batch Gradient Descent.
Can you explain Batch Gradient Descent?
Batch Gradient Descent computes the gradient using the entire dataset, which can be slow but provides stable convergence.
What about Stochastic Gradient Descent?
Stochastic Gradient Descent updates the model for each training example, making it faster but more noisy in convergence.
And Mini-batch Gradient Descent?
Mini-batch Gradient Descent strikes a balance by using a small subset of data, combining the benefits of both batch and stochastic methods.
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