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IBM C1000-154 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Machine Learning and Model Development | 20-25% | - Feature engineering and selection - Supervised and unsupervised learning concepts - Model deployment and monitoring - Model training, evaluation, and optimization |
| Data Visualization and Storytelling | 15-20% | - Visualization best practices - Interactive dashboards and reports - Communicating findings to stakeholders |
| Data Science and Watson Fundamentals | 20-25% | - IBM Watson ecosystem and components - Data science methodology and CRISP-DM framework - Data collection, preparation, and exploration |
| Watson AI Services and Deployment | 10-15% | - Watson Discovery overview - Watson Assistant integration - Monitoring deployed models - Deploying models as REST APIs |
| Watson Studio and Watson Knowledge Catalog | 20-25% | - Project management and collaboration - Data governance and cataloging - AutoAI and automatic model building - Data asset management |
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. TensorFlow
- B. Pandas
- C. Keras
- D. PyTorch
Correct Answer: B 🗳️
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?
- A. Condition
- B. Filter
- C. Key
- D. Order
Correct Answer: A 🗳️
A model's performance is not solely dependent on its accuracy but also on:
- A. Metrics like precision, recall, and F1 score
- B. The number of features selected
- C. The color of the visualization charts
- D. The choice of programming language
Correct Answer: A 🗳️
In the deployment phase, why is it important to know the different data sources available in Cloud Pak for Data?
- A. Because only one type of data source can be used in any deployment
- B. To effectively integrate and manage data from various sources for analysis and model training
- C. To ensure that all data sources are manually processed
- D. To limit the deployment to only use local file storage
Correct Answer: B 🗳️
Which two packages can be used to customize the software configuration of a Jupyter notebook environment in Cloud Pak for Data?
- A. pip
- B. bash
- C. vim
- D. conda
- E. sudo
Correct Answer: A,D 🗳️
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