機器學習的基本原理與模型優化技術

📝 歷屆考古題

• 115年 hce_kmu 第3題
  Which statement best describes a key difference between how CNNs and Transformers extract features f…
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• 115年 hce_kmu 第8題
  In data mining, consider a transactional database with 1,000,000 transactions. An itemset X appears…
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• 115年 hce_kmu 第11題
  Standard Recurrent Neural Networks (RNNs) often suffer from the vanishing gradient problem. Which of…
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• 115年 hce_kmu 第16題
  Which of the following statements about major data mining algorithms is CORRECT?
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• 115年 hce_kmu 第19題
  Which of the following best describes the role of edge computing in AI-powered systems?
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• 115年 hce_kmu 第23題
  In supervised learning, what is the primary purpose of using a validation dataset?
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• 115年 hce_kmu 第26題
  Natural Language Processing (NLP) is one of the most popular AI applications. What is the purpose of…
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• 115年 hce_kmu 第30題
  In a decision tree for classification, which measure is commonly used to determine the best attribut…
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• 114年 hce_kmu 第3題
  Suppose you are using the MNIST dataset to train a neural network model to recognize handwritten dig…
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• 114年 hce_kmu 第4題
  In the supervised learning, what is the purpose of a grid search?
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• 114年 hce_kmu 第8題
  Which of the following statements is CORRECT about decision trees in data mining?
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• 114年 hce_kmu 第11題
  Which of the following statements about machine learning is CORRECT?
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• 114年 hce_kmu 第15題
  Which of the following statements is CORRECT?
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• 114年 hce_kmu 第16題
  In dimensionality reduction, what is the main goal of Principal Component Analysis (PCA)?
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• 114年 hce_kmu 第19題
  Which of the following is a CORRECT order for the Convolutional Neural Network (CNN) operation?
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• 114年 hce_kmu 第27題
  A deep learning-based image classification model performs extremely well on training data but perfor…
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• 113年 hce_kmu 第26題
  Which of the following situations describes the machine learning model that matches too closely to t…
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• 113年 hce_kmu 第27題
  In machine learning, what is regularization?
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• 113年 hce_kmu 第29題
  In the context of generative AI, which technique involves training a model to predict the next token…
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• 112年 hce_kmu 第2題
  Overfitting is an undesirable machine learning behavior that occurs when the machine learning model…
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• 112年 hce_kmu 第7題
  Which of the following activation functions is commonly used in the output layer of neural networks…
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• 112年 hce_kmu 第17題
  What is the difference between a fully connected layer and a convolutional layer in a neural network…
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• 112年 hce_kmu 第28題
  What is the difference between a generative and a discriminative model?
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• 112年 hce_kmu 第29題
  ChatGPT is a large-scale language model trained by OpenAI, which is mainly trained to understand and…
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• 112年 hce_kmu 第30題
  Which of the following statements about ROC curve and AUC is INCORRECT?
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• 111年 hce_kmu 第5題
  Unsupervised learning is a type of algorithm that learns patterns from untagged data. Which of the f…
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• 111年 hce_kmu 第27題
  Machine learning can be divided into supervised learning and unsupervised learning. The two problems…
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• 111年 hce_kmu 第29題
  Regarding the evaluation of machine learning, a confusion matrix contains TP (true positive) = 500,…
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• 109年 hce_kmu 第1題
  A screw factory would like to identify flawed screws by using a machine learning (ML) algorithm. Sup…
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• 109年 hce_kmu 第3題
  Which of the following statement is INCORRECT?
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• 109年 hce_kmu 第5題
  Which of the following statement is INCORRECT?
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• 109年 hce_kmu 第30題
  The gradient descent has been run for 15 iterations with learning rate $a=0.3$ and the corresponding…
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