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| Section | Weight | Objectives |
|---|---|---|
| Data Science and Watson Fundamentals | 20-25% | - Data science methodology and CRISP-DM framework - Data collection, preparation, and exploration - IBM Watson ecosystem and components |
| Machine Learning and Model Development | 20-25% | - Model training, evaluation, and optimization - Supervised and unsupervised learning concepts - Model deployment and monitoring - Feature engineering and selection |
| Data Visualization and Storytelling | 15-20% | - Visualization best practices - Interactive dashboards and reports - Communicating findings to stakeholders |
| Watson Studio and Watson Knowledge Catalog | 20-25% | - AutoAI and automatic model building - Project management and collaboration - Data governance and cataloging - Data asset management |
| Watson AI Services and Deployment | 10-15% | - Deploying models as REST APIs - Watson Assistant integration - Watson Discovery overview - Monitoring deployed models |
1. Which of the following is a key feature of Watson Knowledge Catalog (WKC) for identifying appropriate data sources?
A) Data discovery and categorization
B) Cloud storage optimization
C) Real-time messaging
D) Automated code compilation
2. In unsupervised learning, which algorithm is best suited for grouping customers based on their purchase history to target marketing efforts more effectively?
A) Linear Regression
B) Support Vector Machines
C) K-Means Clustering
D) Decision Trees
3. In model lifecycle management, what is a key consideration when deploying models with Watson Machine Learning?
A) Deploying all models simultaneously regardless of use case
B) The ability to update or retire models based on performance metrics
C) Avoiding the use of APIs for integration with applications
D) Ensuring there is no logging or monitoring of model performance
4. How can data splits be made reproducible in a machine learning experiment?
A) By using a different random seed each time the data is split
B) By partitioning the data manually
C) By using a consistent random seed when splitting the data
D) By splitting the data in a sequential manner without randomization
5. Which of the following best exemplifies the use of the CRISP-DM methodology in a business context?
A) A business starting with data collection before understanding the problem
B) A company following a strict top-down approach for all decisions
C) A project manager focusing exclusively on deployment
D) A team iterating between different stages as needed based on project feedback
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: D |
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