56. 下列哪一項符合十二年國教第二階段音樂課程之鑑賞審美理解的學習表現？
(A) 能使用音樂語彙、肢體等多元方式，回應聆聽的感受
(B) 能探索樂曲創作背景與生活的關聯，並表達自我觀點，以體認音樂的藝術價值
(C) 能使用適當的音樂語彙，描述各類音樂作品及唱奏表現，以分享美感經驗
(D) 能認識與描述樂曲創作背景，體會音樂與生活的關聯

57. 請辨別下列曲調之調性？ (A) Phrygian (B) 七聲音階 (C) 日本都節調式 (D) D 大調

58. 作曲家 Krzysztof Penderecki 今年過世，享壽 86 歲。他的作品被用在許多電影中，以下 哪一部電影未曾使用他的音樂作品？ (A) 雙峰 Twin Peaks：The Return (B) 大法師 Exorcist (C) 我心狂野 Wild at Heart (D) 海上鋼琴師 The Legend of 1900

59. 下列作曲家和其作品配對，何者是正確的？ (A) 巴伯（Barber）《戰爭安魂曲》 (B) 布列頓（Britten）《絃樂慢板》 (C) 葛利格（Grieg）《皮爾金》組曲 (D) 巴爾托克（Bartok）《大宇宙》

60. 下列哪一首流行歌曲與所引用古典音樂作曲家的對應，何者正確？ (A)《琴傷》-F. F. Chopin (B)《波斯貓》-A. W. Ketèlbey (C)《離人節》-L. van Beethoven (D)《為你寫詩》-P. I. Tchaikovsky

1. A screw factory would like to identify flawed screws by using a machine learning (ML) algorithm. Suppose there are total P flawed screws among all the produced screws, but only n out of all the flawed screws are reported by the ML algorithm. Which one of the following measurements is used to describe the ratio of identified flawed screws (n/P)? (A) F1-score (B) False positives (C) Precision (D) Recall (E) True positives

2. Given the binary tree on the right-hand side. What is the result of post order traversal? (A) 8, 31, 35, 47, 61, 83, 84, 91, 96, 49 (B) 31, 8, 47, 35, 61, 83, 91, 96, 84, 49 (C) 31, 61, 8, 47, 83, 91, 96, 84, 35, 49 (D) 8, 31, 35, 47, 49, 61, 83, 84, 91, 96 (E) 31, 61, 91, 8, 47, 83, 96, 35, 84, 49

3. Which of the following statement is INCORRECT? (A) In designing a machine learning system, signal processing methods can be a very valuable data pre-processing tool. (B) When the training and testing errors of a neuron network is becoming larger and larger, we should terminate the training process to avoid the overfitting problem. (C) The key of human intelligence comes from the connection weights between the neuron. (D) Generally speaking, one of the difficulties encountered by most of the optimization methods is in finding global minimum. (E) Compared to batch learning, the sequential learning method can more accurately estimate the gradient of the error function.

4. The sequence below shows the page number used from left to right. How many times of page fault will occur if the Least Recently Used (LRU) page replacement policy is used and the frame size is 5?  1 3 6 7 2 4 6 2 5 6 9 1 2 1 4 3 4 5 7 8 (A) 5 times (B) 6 times (C) 7 times (D) 8 times (E) 9 times

5. Which of the following statement is INCORRECT? (A) The basic objective of auto-encoder is to reproduce its inputs by using a smaller set of features. (B) In generative adversarial network (GAN), the discriminator often has access to both the synthetic and real sample. Its task is to try to differentiate them as accurate as possible. (C) Training recurrent neural networks (RNNs) is much easier than training convolution neural networks (CNNs). (D) In GAN, the generator has to provide information to the discriminator so that the discriminator can try to do a better job for classifying real and fake samples. (E) For CNNs, the convolution is essentially a filtering operation.

6. Suppose a hashed file is constructed using the division hash algorithm of “key-value mod size”. Assume that indices of the hash table are labeled 0⋯6. The sequence of inserting the following key-values into the hash table is 24, 30, 3, 18, 15, 21, 9. To read the keys out from the table following the order of 0⋯6 of the hash table's indices, which of the following might be the possible sequence? (A) 24, 30, 3, 18, 15, 21, 9 (B) 3, 9, 15, 18, 21, 24, 30 (C) 21, 15, 9, 30, 3, 24, 18 (D) 3, 9, 18, 21, 30, 24, 15 (E) 21, 15, 30, 9, 24, 3, 18

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