Explain the importance of setting up a learning rate

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Reference no: EM133404548

Questions:

1. Explain the importance of setting up a learning rate in the gradient descent-based methods.

2. What is stochastic gradient descent? Why do we need stochastic gradient descent?

3. Explain the reasons to perform feature scaling.

4. What is the probabilistic generative model?

5. Explain how we perform maximum likelihood.

6. Explain the reasons for using cross entropy loss in logistic regression.

7. Explain the differences between the discriminative and generative models.

8. What is N-folds? Explain the reasons why we need N-folds.

Reference no: EM133404548

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