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Huawei HCIP-AI-EI Developer V2.5 Sample Questions:
1. The attention mechanism in foundation model architectures allows the model to focus on specific parts of the input data. Which of the following steps are key components of a standard attention mechanism?
A) Apply a non-linear mapping to the result obtained after the weighted summation.
B) Compute the weighted sum of the value vectors using the attention weights.
C) Calculate the dot product similarity between the query and key vectors to obtain attention scores.
D) Normalize the attention scores to obtain attention weights.
2. When the chi-square test is used for feature selection, SelectKBest and _____ function or class must be imported from the sklearn.feature_selection module. (Enter the function interface name.) chi2 Explanation:
In feature selection for classification tasks, thechi-square (#²)statistical test can be applied to evaluate the independence between features and target labels.
In Python's scikit-learn library, this is implemented using:
3. Which of the following statements about the standard normal distribution are true?
A) The mean is 0.
B) The variance is 0.
C) The mean is 1.
D) The variance is 1.
4. What are the advantages of deep learning-based speech recognition algorithms?
A) No data training
B) End-to-end task processing
C) Automated feature extraction
D) Forced alignment of annotated data
5. Which of the following is a learning algorithm used for Markov chains?
A) Viterbi algorithm
B) Forward-backward algorithm
C) Exhaustive search
D) Baum-Welch algorithm
Solutions:
| Question # 1 Answer: B,C,D | Question # 2 Answer: Only visible for members | Question # 3 Answer: A,D | Question # 4 Answer: B,C | Question # 5 Answer: D |
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