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1. -------- is a text representation method based on the bag of words (BoW) model. It decomposes words into subwords and then adds the vector representations of the subwords to obtain word vectors, fully utilizing character N-gram information. (Fill in the blank.)
2. The image saturation can be enhanced by processing the ________ component of the HSV color space. (Enter H, S, or V.)
3. Maximum likelihood estimation (MLE) can be used for parameter estimation in a Gaussian mixture model (GMM).
A) TRUE
B) FALSE
4. Which of the following is a learning algorithm used for Markov chains?
A) Forward-backward algorithm
B) Viterbi algorithm
C) Exhaustive search
D) Baum-Welch algorithm
5. 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) Calculate the dot product similarity between the query and key vectors to obtain attention scores.
C) Compute the weighted sum of the value vectors using the attention weights.
D) Normalize the attention scores to obtain attention weights.
Solutions:
| Question # 1 Answer: Only visible for members | Question # 2 Answer: Only visible for members | Question # 3 Answer: A | Question # 4 Answer: D | Question # 5 Answer: B,C,D |
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