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1. What is the primary function of a data catalog in managing data sources?
A) Data storage
B) Data visualization
C) Data analysis
D) Data documentation and discovery
2. What does the term "bias" in machine learning refer to?
A) Systematic errors that cause a model to consistently underpredict or overpredict
B) The simplicity of a model
C) A model's inability to generalize to new data
D) The overall accuracy of a model
3. When building a deep learning neural network, what is the purpose of the activation function in each neuron?
A) To introduce non-linearity
B) To define the learning rate
C) To initialize the model
D) To control the number of hidden layers
4. Which of the following best describes unstructured data?
A) Data stored in a relational database
B) Data that is difficult to process and lacks a predefined structure
C) Data that is organized in rows and columns
D) Data with a clear schema
5. What is the purpose of cross-entropy loss in machine learning, especially in the context of classification?
A) To measure the dissimilarity between predicted and actual class probabilities
B) To quantify the variance of a model
C) To calculate the mean squared error of a regression model
D) To evaluate feature importance
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: B | Question # 5 Answer: A |
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