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RedHat Red Hat Certified Specialist in Containers Sample Questions:

1. In the field of deep learning, which of the following options are correct? (Multiple choice)

A) Update all parameter values through learning rate and gradient value to increase the loss value of the network
B) Learning Rate (LR) is an important hyperparameter in gradient descent
C) Gradient descent is actually to find the partial derivative (gradient) of the loss value with respect to all parameters. The meaning of the gradient is the direction of the fastest change.
D) Update all parameter values through learning rate and gradient value to reduce the loss value of the network

2. Classification and regression are the two main types of machine learning model prediction problems. The output of classification is a discrete category value, while the output of regression is a continuous value.

A) False
B) True

3. Which two commands can you use to manage container images? (Select two)

A) podman rmi
B) podman images
C) podman logs
D) podman exec

4. Which of the following statements about tanh is correct? (Multiple choice)

A) Tanh also has the same disadvantage as the Sigmoid function, that is, the position derivative away from the center tends to 0
B) Tanh value range is (0, 1)
C) Tanh function can be seen as a logistic function that amplifies the translation
D) Tanh is symmetric about point 0, and the mean of the output is closer to 0 than Sigmoid, so SGD will be closer to the natural gradient, thereby reducing the number of iterations required

5. () cancels the two independent assumptions of HMM, treats label transfer and context input as global features, performs probability normalization globally, and solves the label bias and context feature missing problems of HMM.

Solutions: