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DASCA SDS Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Science Applications in Business | 20% | - Data science strategy and enterprise alignment - Translating business requirements into data science problems - Measuring and demonstrating ROI of data science initiatives |
| MLOps & Production Deployment | 15% | - Model governance, security, and reliability - Model lifecycle management, monitoring, and maintenance - DevOps integration, automation, and CI/CD |
| Big Data Ecosystems & Scalable Systems | 20% | - Data storage, processing pipelines, and governance - Distributed computing frameworks and cloud platforms - Scalability, performance, and optimization |
| 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% | - Advanced statistics, probability, and experimental design - Data preparation, feature engineering, and quality assurance - Machine learning algorithms, selection, and evaluation |
DASCA Senior Data Scientist Sample Questions:
1. ARIMA model is:
A) All of the above
B) Autointeractive moving average
C) Autoresponsive moving average
D) Autoregressive moving average
E) Autoreactive moving average
2. Which of the following is a DevOps Practice?
A) All of the above
B) Continuous delivery
C) Continuous build
D) Continuous integration
3. IoT is built on:
A) None of the above
B) Cloud Computing
C) Both A and B
D) Networks of data gathering devices
4. Which of the following is NOT a correct situation to use Agile?
A) When changes need to be implemented during the entire process
B) When clients/stakeholders need to be able to change the scope
C) None of the above
D) When the final product isn't clearly defined
5. A workflow refers to a:
A) Directed acyclic graph
B) Directed cyclic graph
C) Indirected cyclic graph
D) Indirected acyclic graph
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: C | Question # 4 Answer: C | Question # 5 Answer: A |








