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DASCA SDS Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| 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 |
| MLOps & Production Deployment | 15% | - Model lifecycle management, monitoring, and maintenance - Model governance, security, and reliability - DevOps integration, automation, and CI/CD |
| Foundational Methods & Frameworks | 25% | - Machine learning algorithms, selection, and evaluation - Advanced statistics, probability, and experimental design - Data preparation, feature engineering, and quality assurance |
| Data Science Applications in Business | 20% | - Measuring and demonstrating ROI of data science initiatives - Data science strategy and enterprise alignment - Translating business requirements into data science problems |
DASCA Senior Data Scientist Sample Questions:
1. Which of the following is the common evolutionary algorithm of neural networks?
A) Genetic programming
B) All of the above
C) Evolution strategy
D) Genetic algorithm
2. IoT is built on:
A) None of the above
B) Networks of data gathering devices
C) Both A and B
D) Cloud Computing
3. What is the agenda of discussion at a "stand up" meeting of an Agile team?
A) All of the above
B) What they accomplished the previous day
C) What they are planning to do today
D) Any roadblocks they are running into
E) Both A and B
4. HDFS supports which quotas?
A) Name quotas
B) Space quotas
C) None of the above
D) Both A and B
5. Spark should be used when:
A) Data is not massive
B) None of the above
C) Data is massive
D) Both A and B
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: D | Question # 5 Answer: C |





