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1. When deploying a model, what is "model explainability"?
A) The simplicity of the model
B) The process of data preprocessing
C) The time it takes to make predictions
D) The capability to interpret and understand the model's decisions and predictions
2. When deploying a machine learning model, what is "model drift"?
A) The process of feature extraction
B) A measure of feature importance
C) A sudden increase in the model's accuracy
D) A change in the distribution of the input data or target variable over time
3. When building a deep learning neural network, what is the purpose of the activation function in each neuron?
A) To define the learning rate
B) To introduce non-linearity
C) To initialize the model
D) To control the number of hidden layers
4. What is the main advantage of ensemble learning methods, such as Random Forest, in a machine learning pipeline?
A) They are simple and easy to interpret.
B) They combine multiple models to improve predictive performance.
C) They require minimal data preprocessing.
D) They are not suitable for large datasets.
5. Which hyperparameter in a decision tree model controls the depth of the tree and helps prevent overfitting?
A) Max features
B) Learning rate
C) Max depth
D) Min samples split
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: C |
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