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DASCA SDS Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Advanced AI & Generative AI | 20% | - Deep learning, neural networks, and foundation models - Generative AI techniques, use cases, and limitations - Responsible AI, ethics, fairness, transparency, and compliance |
| Topic 2: MLOps & Production Deployment | 15% | - Model lifecycle management, monitoring, and maintenance - DevOps integration, automation, and CI/CD - Model governance, security, and reliability |
| Topic 3: Data Science Applications in Business | 20% | - Measuring and demonstrating ROI of data science initiatives - Translating business requirements into data science problems - Data science strategy and enterprise alignment |
| Topic 4: Big Data Ecosystems & Scalable Systems | 20% | - Distributed computing frameworks and cloud platforms - Data storage, processing pipelines, and governance - Scalability, performance, and optimization |
| Topic 5: Foundational Methods & Frameworks | 25% | - Data preparation, feature engineering, and quality assurance - Machine learning algorithms, selection, and evaluation - Advanced statistics, probability, and experimental design |
DASCA Senior Data Scientist Sample Questions:
1. Which classification steps are performed in inductive techniques?
i. Training Step
ii. Test Step
iii. Validation Step
iv. Application Step
A) i, ii
B) ii, iii
C) i, ii, iv
D) i, ii, iii, iv
2. A workflow refers to a:
A) Directed cyclic graph
B) Directed acyclic graph
C) Indirected cyclic graph
D) Indirected acyclic graph
3. Which of the following is an example of NLP?
A) Using Twitter to assess public sentiment
B) Both A and C
C) Finding which text documents are about similar topics
D) All of the above
E) Flagging e-mails as spam
4. Data wrangling is the process of getting the data from:
A) Its modified meaning format into something suitable for more conventional analytics
B) Its raw format into something suitable for more conventional analytics
C) None of the above
D) Both A and B
5. Which of the following is NOT a cluster management tool?
A) Apache Hadoop
B) Apache Mesos
C) Zettaset Orchestrator
D) Apache Ambari
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: D | Question # 4 Answer: B | Question # 5 Answer: A |






