Question 1

Why is the SVM optimization problem often referred to as a convex optimization problem?

Options :

A : The objective function has a single global minimum ensuring unique solutions.

B : The kernel functions used are linear, simplifying the optimization process.

C : The support vectors form a convex set leading to easier optimization.

D : The decision boundary is always linear, making optimization straightforward.

Answer: A

Question 2

In which scenario would you use Batch Normalization?

Options :

A : To perform feature selection by reducing dimensionality.

B : To balance the training and test dataset.

C : To stabilize and speed up training by normalizing activations.

D : To increase the number of model parameters.

Answer: C

Question 3

How does SVM handle multiclass classification problems?

Options :

A : By using probabilistic outputs from the decision function.

B : By applying the one-vs-one or one-vs-all approach for multiple classes.

C : By directly extending the decision function to multiple dimensions.

D : By optimizing multiple hyperplanes in the feature space.

Answer: B

Question 4

How does the concept of "Residual Connections" in ResNet architectures improve deep network training?

Options :

A : Residual connections apply normalization to the input of each layer, which speeds up convergence and enhances model stability.

B : Residual connections allow gradients to flow through skip connections, mitigating the vanishing gradient problem and enabling the training of deeper networks.

C : Residual connections incorporate dropout to prevent overfitting by randomly omitting network units during training.

D : Residual connections use data augmentation to increase the diversity of training data and improve model robustness.

Answer: B

Question 5

What is a key benefit of integrating business stakeholders into the AI development process?

Options :

A : Delegating technical decisions solely to the development team

B : Ensuring alignment with business objectives and requirements

C : Limiting stakeholder input to avoid project delays

D : Minimizing discussions to focus on technical challenges

Answer: B

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