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DASCA SDS Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| MLOps & Production Deployment | 15% | - DevOps integration, automation, and CI/CD - Model governance, security, and reliability - Model lifecycle management, monitoring, and maintenance |
| Data Science Applications in Business | 20% | - Translating business requirements into data science problems - Measuring and demonstrating ROI of data science initiatives - Data science strategy and enterprise alignment |
| Advanced AI & Generative AI | 20% | - Generative AI techniques, use cases, and limitations - Responsible AI, ethics, fairness, transparency, and compliance - Deep learning, neural networks, and foundation models |
| Big Data Ecosystems & Scalable Systems | 20% | - Data storage, processing pipelines, and governance - Scalability, performance, and optimization - Distributed computing frameworks and cloud platforms |
| Foundational Methods & Frameworks | 25% | - Advanced statistics, probability, and experimental design - Machine learning algorithms, selection, and evaluation - Data preparation, feature engineering, and quality assurance |
DASCA Senior Data Scientist Sample Questions:
The spokes of the "Hub and Spoke" analytics architecture are the analytic use cases or applications that help the organization to optimize:
- A. Both A and B
- B. Uncover new monetization opportunities
- C. Deliver a more compelling customer experience
- D. Key business processes
- E. All of the above
Correct Answer: E 🗳️
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Which of the following is NOT an example of graphical model?
- A. Flow charts
- B. Computer networks
- C. Electrical circuits
- D. Road maps
- E. Geographical networks
Correct Answer: A 🗳️
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The aim of developing Scribe was to offer reliability with using:
- A. Extensive protocols
- B. High disk space usage
- C. None of the above
- D. Complex protocols
Correct Answer: C 🗳️
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Which of the following is the most important part of Hadoop?
- A. Both B and C
- B. MapReduce Framework
- C. Hadoop Distributed File System (HDFS)
- D. Both A and B
- E. Spark Framework
Correct Answer: D 🗳️
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Which of the following is an example of NLP?
- A. Both A and C
- B. Flagging e-mails as spam
- C. Using Twitter to assess public sentiment
- D. All of the above
- E. Finding which text documents are about similar topics
Correct Answer: D 🗳️
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