DASCA SDS : Senior Data Scientist

SDS real exams

Exam Code: SDS

Exam Name: Senior Data Scientist

Updated: Sep 11, 2026

Q & A: 87 Questions and Answers

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DASCA SDS Exam Syllabus Topics:

SectionWeightObjectives
Advanced AI & Generative AI20%- Deep learning, neural networks, and foundation models
- Responsible AI, ethics, fairness, transparency, and compliance
- Generative AI techniques, use cases, and limitations
Foundational Methods & Frameworks25%- Machine learning algorithms, selection, and evaluation
- Advanced statistics, probability, and experimental design
- Data preparation, feature engineering, and quality assurance
Data Science Applications in Business20%- Translating business requirements into data science problems
- Data science strategy and enterprise alignment
- Measuring and demonstrating ROI of data science initiatives
Big Data Ecosystems & Scalable Systems20%- Scalability, performance, and optimization
- Distributed computing frameworks and cloud platforms
- Data storage, processing pipelines, and governance
MLOps & Production Deployment15%- Model governance, security, and reliability
- DevOps integration, automation, and CI/CD
- Model lifecycle management, monitoring, and maintenance

DASCA Senior Data Scientist Sample Questions:

Question #1

HDFS supports which quotas?

  • A. Name quotas
  • B. None of the above
  • C. Both A and B
  • D. Space quotas
Answer: C

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Question #2

Which of the following is NOT a correct situation to use Agile?

  • A. When the final product isn't clearly defined
  • B. None of the above
  • C. When changes need to be implemented during the entire process
  • D. When clients/stakeholders need to be able to change the scope
Answer: B

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Question #3

Which of the following is TRUE about Avro?

  • A. None of the above
  • B. Both A and B
  • C. Avro is a data serialization framework
  • D. Avro is based on Remote Procedure Call (RPC)
Answer: B

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Question #4

Which of the following is a Python library for fitting Bayesian networks to real data?

  • A. MyLib
  • B. MCMC
  • C. PyMC
  • D. SCIMC
  • E. SciLib
Answer: C

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Question #5

Which of the following is an SLAs specification in case of Internet Service Provider (ISP)?

  • A. Turnaround Time (TAT)
  • B. Mean Time Between Failures (MTBF)
  • C. Mean Time To Recovery (MTTR)
  • D. All of the above
Answer: D

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