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DASCA SDS Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| MLOps & Production Deployment | 15% | - Model governance, security, and reliability - DevOps integration, automation, and CI/CD - Model lifecycle management, monitoring, and maintenance |
| Big Data Ecosystems & Scalable Systems | 20% | - Scalability, performance, and optimization - Data storage, processing pipelines, and governance - Distributed computing frameworks and cloud platforms |
| Advanced AI & Generative AI | 20% | - Responsible AI, ethics, fairness, transparency, and compliance - Deep learning, neural networks, and foundation models - Generative AI techniques, use cases, and limitations |
| Foundational Methods & Frameworks | 25% | - Data preparation, feature engineering, and quality assurance - Machine learning algorithms, selection, and evaluation - Advanced statistics, probability, and experimental design |
| Data Science Applications in Business | 20% | - Translating business requirements into data science problems - Data science strategy and enterprise alignment - Measuring and demonstrating ROI of data science initiatives |
DASCA Senior Data Scientist Sample Questions:
Which of the following is TRUE for Business Metamorphosis?
- A. The Business Metamorphosis phase helps drive an organization's core business model through the analytic insights gathered as the organization traverses the Big Data Business Model Maturity Index
- B. Both A and C
- C. The Business Metamorphosis phase is where organizations integrate the insights that they captured about their customers' usage patterns, product performance behaviors, and overall market trends to transform their business models
- D. All of the above
- E. Business Metamorphosis exercise can uncover Big Data requirements around decisions, analytics and data sources that can be leveraged to transform or metamorphose your organization's business model
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Which of the following is TRUE about Avro?
- A. Avro is a data serialization framework
- B. None of the above
- C. Both A and B
- D. Avro is based on Remote Procedure Call (RPC)
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What is the agenda of discussion at a "stand up" meeting of an Agile team?
- A. What they are planning to do today
- B. Both A and B
- C. All of the above
- D. What they accomplished the previous day
- E. Any roadblocks they are running into
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Which of the following is NOT Structured data?
- A. XML
- B. None of the above
- C. Relational databases
- D. CSV files
- E. Data tables
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HDFS supports which quotas?
- A. Space quotas
- B. None of the above
- C. Both A and B
- D. Name quotas
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