GNRS 558 CERTIFICATION EVALUATION STUDY
GUIDE 2026 FULL QUESTIONS AND SOLUTIONS
▶ Which of the following is not an advanced Al application?
A. Knowledge graph
B. rget Quantum computing
C. SDN
D. Intelligent driving - Answer: C
▶ What are the main schools of thought in Al? (Multiple choice)
A. Symbolism
B. Illusionism
C. Actionism
D. Connectionism - Answer: ACD
▶ What are the layers used in Transformer to capture time dependencies
within a sequence? (Multiple choice)
A. Residual layer
B. Self-attention layer
C. Location code
D. Feed-forward network layer - Answer: BC
▶ Which of the following hyperparameters may be defined during model
training? (Multiple choice)
A. Batch size
B. Learning rate
C. Optimizer type
D. Loss value - Answer: ABC
▶ Which of the following are common evaluation metrics for classification
tasks? (Multiple choice)
A. Accuracy
B. Precision
C. Recall rate
D. Mean squared error - Answer: ABC
▶ Which of the following statements about data preprocessing are true?
(Multiple choice)
GUIDE 2026 FULL QUESTIONS AND SOLUTIONS
▶ Which of the following is not an advanced Al application?
A. Knowledge graph
B. rget Quantum computing
C. SDN
D. Intelligent driving - Answer: C
▶ What are the main schools of thought in Al? (Multiple choice)
A. Symbolism
B. Illusionism
C. Actionism
D. Connectionism - Answer: ACD
▶ What are the layers used in Transformer to capture time dependencies
within a sequence? (Multiple choice)
A. Residual layer
B. Self-attention layer
C. Location code
D. Feed-forward network layer - Answer: BC
▶ Which of the following hyperparameters may be defined during model
training? (Multiple choice)
A. Batch size
B. Learning rate
C. Optimizer type
D. Loss value - Answer: ABC
▶ Which of the following are common evaluation metrics for classification
tasks? (Multiple choice)
A. Accuracy
B. Precision
C. Recall rate
D. Mean squared error - Answer: ABC
▶ Which of the following statements about data preprocessing are true?
(Multiple choice)
