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IBM Watson Data Scientist v1 Sample Questions:

1. Which Python library is commonly used for data manipulation and analysis, and is available in Cloud Pak for Data?

A) TensorFlow
B) PyTorch
C) Pandas
D) Keras

2. What is data leakage in the context of model training?

A) A situation where the test data is not available
B) Leakage of sensitive information due to poor data handling practices
C) When data from outside the training dataset is accidentally included in the training process
D) Loss of data during the splitting process

3. Which metric would be most appropriate for evaluating a model in a highly imbalanced classification problem?

A) F1-score
B) Precision
C) Accuracy
D) Recall

4. Understanding how to use libraries in Python within a deployment environment is essential for:

A) Increasing the complexity and maintenance cost of the deployed solution
B) Ensuring that all models are developed without any external libraries
C) Leveraging specific functionalities for data analysis, manipulation, and model building
D) Deploying models that are incompatible with the deployment environment

5. In classification models, which of the following metrics is NOT directly derived from the confusion matrix?

A) F1-score
B) Precision
C) Recall
D) Mean Absolute Error (MAE)

Solutions: