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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Science and Watson Fundamentals | 20-25% | - Data science methodology and CRISP-DM framework - Data collection, preparation, and exploration - IBM Watson ecosystem and components |
| Topic 2: Data Visualization and Storytelling | 15-20% | - Interactive dashboards and reports - Visualization best practices - Communicating findings to stakeholders |
| Topic 3: Machine Learning and Model Development | 20-25% | - Model deployment and monitoring - Feature engineering and selection - Model training, evaluation, and optimization - Supervised and unsupervised learning concepts |
| Topic 4: Watson Studio and Watson Knowledge Catalog | 20-25% | - AutoAI and automatic model building - Data governance and cataloging - Project management and collaboration - Data asset management |
| Topic 5: Watson AI Services and Deployment | 10-15% | - Deploying models as REST APIs - Watson Assistant integration - Watson Discovery overview - Monitoring deployed models |
1. What is a critical consideration when selecting the right model class for a given problem?
A) The availability of high-performance computing resources.
B) The theoretical complexity of the model, with more complex models always being preferred.
C) The nature of the problem (e.g., classification, regression) and the characteristics of the data.
D) The model's ability to produce results quickly, regardless of accuracy.
2. A model's performance is not solely dependent on its accuracy but also on:
A) The color of the visualization charts
B) The number of features selected
C) Metrics like precision, recall, and F1 score
D) The choice of programming language
3. Profiling and visualizing data using Watson tools primarily helps in:
A) Creating aesthetically pleasing presentations without regard to data relevance
B) Simplifying the data collection process without analyzing quality
C) Identifying patterns, outliers, and insights in the data
D) Increasing the quantity of data for analysis
4. Which of the following is a common issue identified during the preprocessing of data?
A) Presence of missing values
B) Overly detailed documentation
C) Excessively large file names
D) Aesthetically unpleasing charts
5. Which method is NOT traditionally used for collecting data?
A) Predicting future trends with machine learning models
B) Using Python APIs for external data
C) Scraping data from a webpage
D) Using SQL to fetch data from a data warehouse
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: A |
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