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IBM Watson Data Scientist v1 Sample Questions:
1. Which statement best differentiates machine learning from deep learning?
A) Deep learning algorithms are a subset of machine learning algorithms that do not require feature engineering.
B) Machine learning algorithms perform better on structured data, while deep learning excels with unstructured data like images and text.
C) Machine learning models are always transparent, whereas deep learning models cannot be interpreted.
D) Deep learning algorithms require less data to learn.
2. Which analytic technique is NOT typically used to address business requirements?
A) Proofreading
B) Clustering
C) Decision trees
D) Regression analysis
3. When comparing models to choose the best one, which factor is least likely to be considered?
A) The explainability of the model's predictions
B) The performance of the model on validation data
C) The color scheme of the model's output visualizations
D) The complexity of the model
4. Understanding how to use libraries in Python within a deployment environment is essential for:
A) Deploying models that are incompatible with the deployment environment
B) Increasing the complexity and maintenance cost of the deployed solution
C) Ensuring that all models are developed without any external libraries
D) Leveraging specific functionalities for data analysis, manipulation, and model building
5. In IBM Garage Methodology, the 'Minimum Viable Product' (MVP) concept is crucial for:
A) Waiting for all possible features to be developed before release
B) Testing hypotheses with the smallest investment of time and resources
C) Extending the timeline of the project indefinitely
D) Maximizing the budget before the product launch
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: C | Question # 4 Answer: D | Question # 5 Answer: B |
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