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| Section | Weight | Objectives |
|---|---|---|
| Data Science and Watson Fundamentals | 20-25% | - Data collection, preparation, and exploration - Data science methodology and CRISP-DM framework - IBM Watson ecosystem and components |
| Machine Learning and Model Development | 20-25% | - Feature engineering and selection - Model deployment and monitoring - Supervised and unsupervised learning concepts - Model training, evaluation, and optimization |
| Watson Studio and Watson Knowledge Catalog | 20-25% | - Data governance and cataloging - Project management and collaboration - Data asset management - AutoAI and automatic model building |
| Watson AI Services and Deployment | 10-15% | - Watson Assistant integration - Monitoring deployed models - Watson Discovery overview - Deploying models as REST APIs |
| Data Visualization and Storytelling | 15-20% | - Communicating findings to stakeholders - Visualization best practices - Interactive dashboards and reports |
Which method is used for merging records in SPSS Modeler Merge node that allows specifying a requirement to be satisfied in order for the merge to take place?
Correct Answer: D 🗳️
When implementing cross-validation, which of the following is NOT a common approach?
Correct Answer: D 🗳️
Which Python library is commonly used for data manipulation and analysis, and is available in Cloud Pak for Data?
Correct Answer: C 🗳️
Choosing the best model often involves trade-offs.
Which scenario represents such a trade-off?
Correct Answer: A 🗳️
In the context of avoiding underfitting and overfitting, what role does splitting the data into training, testing, and validation sets play?
Correct Answer: D 🗳️
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