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IBM C1000-154 Actual Tests : IBM Watson Data Scientist v1
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IBM C1000-154 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Watson AI Services and Deployment | 10-15% | - Watson Discovery overview - Deploying models as REST APIs - Watson Assistant integration - Monitoring deployed models |
| Topic 2: 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 |
| Topic 3: Data Visualization and Storytelling | 15-20% | - Communicating findings to stakeholders - Interactive dashboards and reports - Visualization best practices |
| Topic 4: Data Science and Watson Fundamentals | 20-25% | - IBM Watson ecosystem and components - Data science methodology and CRISP-DM framework - Data collection, preparation, and exploration |
| Topic 5: Watson Studio and Watson Knowledge Catalog | 20-25% | - AutoAI and automatic model building - Data asset management - Project management and collaboration - Data governance and cataloging |
IBM Watson Data Scientist v1 Sample Questions:
Which Python library is commonly used for data manipulation and analysis, and is available in Cloud Pak for Data?
- A. Keras
- B. Pandas
- C. PyTorch
- D. TensorFlow
Correct Answer: B 🗳️
Which of the following is true about the AUC measure in the context of classification models?
- A. It is less useful when the classes are highly imbalanced.
- B. It measures the model's accuracy using a single threshold.
- C. It represents the degree of separability between classes.
- D. It indicates the number of false positives.
Correct Answer: C 🗳️
Which of the following is a key feature of Watson Knowledge Catalog (WKC) for identifying appropriate data sources?
- A. Cloud storage optimization
- B. Automated code compilation
- C. Real-time messaging
- D. Data discovery and categorization
Correct Answer: D 🗳️
In classification models, which of the following metrics is NOT directly derived from the confusion matrix?
- A. Recall
- B. Precision
- C. F1-score
- D. Mean Absolute Error (MAE)
Correct Answer: D 🗳️
Profiling and visualizing data using Watson tools primarily helps in:
- A. Simplifying the data collection process without analyzing quality
- B. Increasing the quantity of data for analysis
- C. Identifying patterns, outliers, and insights in the data
- D. Creating aesthetically pleasing presentations without regard to data relevance
Correct Answer: C 🗳️
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