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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Visualization and Storytelling | 15-20% | - Communicating findings to stakeholders - Interactive dashboards and reports - Visualization best practices |
| Topic 2: Watson Studio and Watson Knowledge Catalog | 20-25% | - AutoAI and automatic model building - Project management and collaboration - Data governance and cataloging - Data asset management |
| Topic 3: Machine Learning and Model Development | 20-25% | - Feature engineering and selection - Model training, evaluation, and optimization - Supervised and unsupervised learning concepts - Model deployment and monitoring |
| Topic 4: Data Science and Watson Fundamentals | 20-25% | - IBM Watson ecosystem and components - Data collection, preparation, and exploration - Data science methodology and CRISP-DM framework |
| Topic 5: Watson AI Services and Deployment | 10-15% | - Watson Discovery overview - Monitoring deployed models - Watson Assistant integration - Deploying models as REST APIs |
1. 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
2. Why is it important to create data splits that are reproducible?
A) To use more data for testing than for training
B) To ensure that each model run can be exactly replicated for verification and comparison
C) To guarantee that the model will perform with 100% accuracy on unseen data
D) To allow for larger test sets for more comprehensive testing
3. Given the Confusion matrix below, which is the formula for specificity?
A) TP/(FN + TP)
B) TN/(TN + FP)
C) TP/(FP + TP)
D) (TP + TN)/(FN + FP + TN + TP)
4. Which method is NOT traditionally used for collecting data?
A) Using SQL to fetch data from a data warehouse
B) Using Python APIs for external data
C) Predicting future trends with machine learning models
D) Scraping data from a webpage
5. The process of aligning on user intents for a solution involves:
A) Understanding the business model in depth
B) Determining the technical feasibility exclusively
C) Identifying and understanding the needs and goals of end-users
D) Focusing on the data management strategies
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: C |
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