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IBM C1000-154 Exam Overview:
| Certification Vendor: | IBM |
| Exam Name: | IBM Watson Data Scientist v1 |
| Exam Number: | C1000-154 |
| Real Exam Qty: | 61 |
| Exam Price: | $200 USD |
| Related Certifications: | IBM Data Science Professional Certificate IBM Applied AI Professional Certificate |
| Exam Duration: | 90 minutes |
| Exam Format: | Multiple Choice, Multiple Response |
| Certificate Validity Period: | 2 years |
| Available Languages: | English |
| Passing Score: | 63% |
| Sample Questions: | IBM C1000-154 Sample Questions |
| Exam Way: | Online proctored or at authorized testing center |
| Pre Condition: | Recommended: IBM Data Science Professional Certificate or equivalent experience with IBM Cloud and data science tools |
| Official Syllabus URL: | https://www.ibm.com/certify/exam/zse1f0-1000-154 |
IBM C1000-154 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Visualization and Storytelling | 15-20% | - Visualization best practices - Communicating findings to stakeholders - Interactive dashboards and reports |
| Watson AI Services and Deployment | 10-15% | - Monitoring deployed models - Deploying models as REST APIs - Watson Discovery overview - Watson Assistant integration |
| Machine Learning and Model Development | 20-25% | - Model training, evaluation, and optimization - Model deployment and monitoring - Supervised and unsupervised learning concepts - Feature engineering and selection |
| Watson Studio and Watson Knowledge Catalog | 20-25% | - AutoAI and automatic model building - Project management and collaboration - Data governance and cataloging - Data asset management |
| Data Science and Watson Fundamentals | 20-25% | - Data science methodology and CRISP-DM framework - Data collection, preparation, and exploration - IBM Watson ecosystem and components |
IBM Watson Data Scientist v1 Sample Questions:
1. Which metric would be most appropriate for evaluating a model in a highly imbalanced classification problem?
A) F1-score
B) Recall
C) Accuracy
D) Precision
2. An E-retailer uses several important data sources, including web logs which contain all of the information on how customers navigate the web site. There are non-informative entries in the web logs that need to be removed.
During which phase should these non-informative entries be removed in the CRISP-DM model?
A) Business Understanding
B) Data Understanding
C) Data Preparation
D) Modeling
3. Which of the following is NOT a type of data source commonly integrated with Cloud Pak for Data?
A) Social media feeds
B) Proprietary in-memory databases
C) Cloud storage services
D) Paper-based records
4. Which analytic technique is NOT typically used to address business requirements?
A) Clustering
B) Decision trees
C) Proofreading
D) Regression analysis
5. Understanding how to use libraries in Python within a deployment environment is essential for:
A) Leveraging specific functionalities for data analysis, manipulation, and model building
B) Increasing the complexity and maintenance cost of the deployed solution
C) Deploying models that are incompatible with the deployment environment
D) Ensuring that all models are developed without any external libraries
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: D | Question # 4 Answer: C | Question # 5 Answer: A |
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