Embedded Files
machine learning
machine learning
supervised learning [1]
unsupervised learning
semi-supervised learning
reinforcement learning
artificial intelligence
machine learning
representation learning
deep learning
examples
Adversarial attacks on AI (2019)
What does a network layer hear? (2020) [2]
as a creative source? (2024)
review of Research Methods
qualitative（定性、質化）: what, who, which, where, whether, why, how?
quantitative（定量、量化）: how much, how many, how frequently?
mixed（混合）
語言（詞彙）
程度差異➨類別差異（2017）：顏色
「炸」的閩南語有十個說法 （2019）
芬蘭語的雪到冰有分40種等級 （2022）
A. Ng and K. Soo, Numsense! Data Science for the Layman: No Math Added. 2017. p. 6.
I. Goodfellow, Y. Bengio, and A. Courville, Deep Learning. Cambridge, MA: MIT Press, 2016. p. 9.
I. Goodfellow, Y. Bengio, and A. Courville, Deep Learning. Cambridge, MA: MIT Press, 2016. p. 10.
regression
regression
C. O’Neil and R. Schutt, Doing Data Science: Straight Talk from the Frontline. Sebastopol, CA: O’Reilly Media, 2013. p. 60.
classification
classification
C. O’Neil and R. Schutt, Doing Data Science: Straight Talk from the Frontline. Sebastopol, CA: O’Reilly Media, 2013. p. 73.
statistical learning algorithms
statistical learning algorithms
T. Hastie, R. Tibshirani, and J. Friedman, The Elements of Statistical Learning: Data Mining, Inference and Prediction. New York: Springer, 2001. p. 13.
T. Hastie, R. Tibshirani, and J. Friedman, The Elements of Statistical Learning: Data Mining, Inference and Prediction. New York: Springer, 2001. p. 15.
T. Hastie, R. Tibshirani, and J. Friedman, The Elements of Statistical Learning: Data Mining, Inference and Prediction. New York: Springer, 2001. p. 16.
principal component analysis (PCA)
principal component analysis (PCA)
C. Weiß, M. Mauch, and S. Dixon, “Timbre-invariant Audio Features for Style Analysis of Classical Music,” in Proceedings of the 40th International Computer Music Conference, Athens, 2014, pp. 1461–1468.
我鼓勵你認真思考如何將 PCA 應用到自己感興趣或是熟悉的數據之上，並嘗試利用自己的世界觀以及領域知識，解讀 PCA 帶給你的分析結果。相信我，只要結合領域知識以及數據分析能力，你將獲得專屬於自己的全新洞見。
世上最生動的 PCA：直觀理解並應用主成分分析（2020）
F. Provost and T. Fawcett, Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking. Sebastopol, CA: O’Reilly Media, 2013. p. 304.
artificial intelligence
artificial intelligence
film screening
film screening
assignment 3
assignment 3
analyzing
AIVA: Symphonic Fantasy in A minor, Op. 21, "Genesis"
official piano edition (2016)
official orchestral edition (2016)
NTHU orchestral edition (2020)
The score file is available on Moodle.
We will discuss in week 06.
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