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DASCA SDS Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| 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 |
| Foundational Methods & Frameworks | 25% | - Machine learning algorithms, selection, and evaluation - Data preparation, feature engineering, and quality assurance - Advanced statistics, probability, and experimental design |
| MLOps & Production Deployment | 15% | - DevOps integration, automation, and CI/CD - Model lifecycle management, monitoring, and maintenance - Model governance, security, and reliability |
| Big Data Ecosystems & Scalable Systems | 20% | - Scalability, performance, and optimization - Distributed computing frameworks and cloud platforms - Data storage, processing pipelines, and governance |
| Advanced AI & Generative AI | 20% | - Responsible AI, ethics, fairness, transparency, and compliance - Generative AI techniques, use cases, and limitations - Deep learning, neural networks, and foundation models |
DASCA Senior Data Scientist Sample Questions:
Which of the following is main Machine Learning Library in Python?
- A. Matplotlib
- B. SciPy
- C. NumPy
- D. Scikit-learn
- E. None of the above
Correct Answer: D 🗳️
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Semi-structured data does NOT include:
- A. Scientific data
- B. File systems
- C. Schema-full data
- D. Database system
Correct Answer: C 🗳️
Which of the following is NOT Structured data?
- A. CSV files
- B. Data tables
- C. Relational databases
- D. None of the above
- E. XML
Correct Answer: E 🗳️
Explanation: Only visible for DumpExam members. You can sign-up / login (it's free).
A workflow refers to a:
- A. Indirected acyclic graph
- B. Indirected cyclic graph
- C. Directed acyclic graph
- D. Directed cyclic graph
Correct Answer: C 🗳️
Explanation: Only visible for DumpExam members. You can sign-up / login (it's free).
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
Correct Answer: A 🗳️
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