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Last Updated: Sep 01, 2026
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| Section | Objectives |
|---|---|
| Topic 1: IBM Watson Tools and Platform | - IBM Watson Studio usage - Model development and deployment |
| Topic 2: Data Science Fundamentals | - Data science lifecycle - Types of data and data sources |
| Topic 3: Machine Learning Methods | - Supervised learning - Unsupervised learning - Model evaluation and validation |
| Topic 4: Data Visualization and Communication | - Visualization techniques - Communicating insights to stakeholders |
| Topic 5: Data Preparation and Analysis | - Data cleaning and preprocessing - Feature engineering basics - Exploratory data analysis |
Question 1
In the context of assessing data quality in Watson Knowledge Catalog (WKC) and Cloud Pak for Data (CPD), what is a primary focus?
A. Enhancing the graphical user interface
B. Focusing on the data's color scheme
C. Increasing the volume of data collected
D. Analyzing completeness, consistency, and accuracy of data
Question 2
Which metric would be most appropriate for evaluating a model in a highly imbalanced classification problem?
A. Accuracy
B. Recall
C. F1-score
D. Precision
Question 3
When implementing cross-validation, which of the following is NOT a common approach?
A. Using the entire dataset as both the training and the test set in each iteration
B. Leave-One-Out Cross-Validation (LOOCV)
C. Stratified K-Fold Cross-Validation for imbalanced datasets
D. K-Fold Cross-Validation
Question 4
Which of the following is true about the AUC measure in the context of classification models?
A. It measures the model's accuracy using a single threshold.
B. It indicates the number of false positives.
C. It is less useful when the classes are highly imbalanced.
D. It represents the degree of separability between classes.
Question 5
Which metric is commonly used to evaluate the performance of a regression model?
A. Accuracy
B. Recall
C. Precision
D. Mean Squared Error (MSE)
Solutions:
| Question 1 Answer: D | Question 2 Answer: C | Question 3 Answer: A | Question 4 Answer: D | Question 5 Answer: D |
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