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DASCA SDS Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: MLOps & Production Deployment | 15% | - DevOps integration, automation, and CI/CD - Model lifecycle management, monitoring, and maintenance - Model governance, security, and reliability |
| Topic 2: Big Data Ecosystems & Scalable Systems | 20% | - Distributed computing frameworks and cloud platforms - Scalability, performance, and optimization - Data storage, processing pipelines, and governance |
| Topic 3: Advanced AI & Generative AI | 20% | - Deep learning, neural networks, and foundation models - Generative AI techniques, use cases, and limitations - Responsible AI, ethics, fairness, transparency, and compliance |
| Topic 4: Foundational Methods & Frameworks | 25% | - Advanced statistics, probability, and experimental design - Data preparation, feature engineering, and quality assurance - Machine learning algorithms, selection, and evaluation |
| Topic 5: 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 |
DASCA Senior Data Scientist Sample Questions:
Business Intelligence (BI) is:
- A. BI focuses on descriptive analytics
- B. Both A and B
- C. BI focuses on "What happened?"
- D. Both B and C
- E. BI focuses on reporting on the future state of the business
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Which of the following is TRUE for Chief Data Monetization Officer (CDMO)?
i. CDMO should focus on driving and deriving value from the organization's data and analytic assets.
ii. The CDMO should own the organization's investment decisions with respect to data and analytics.
iii. CDMO should have revenue and margin responsibilities.
- A. All of the above
- B. i, ii
- C. ii, iii
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Which of the following is NOT a part of Internal Process Optimization?
- A. Business Insights
- B. Business Monitoring
- C. Business Optimization
- D. None of the above
- E. Business Metamorphosis
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ElementTree sub-library gives us direct access to:
- A. Copy tree of the XML
- B. Delete tree of the XML
- C. Parse tree of the XML
- D. Insert tree of the XML
- E. None of the above
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Semi-structured data does NOT include:
- A. File systems
- B. Schema-full data
- C. Scientific data
- D. Database system
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