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DASCA SDS Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: 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 2: Foundational Methods & Frameworks | 25% | - Data preparation, feature engineering, and quality assurance - Advanced statistics, probability, and experimental design - Machine learning algorithms, selection, and evaluation |
| Topic 3: Advanced AI & Generative AI | 20% | - Generative AI techniques, use cases, and limitations - Deep learning, neural networks, and foundation models - Responsible AI, ethics, fairness, transparency, and compliance |
| Topic 4: Big Data Ecosystems & Scalable Systems | 20% | - Distributed computing frameworks and cloud platforms - Scalability, performance, and optimization - Data storage, processing pipelines, and governance |
| Topic 5: MLOps & Production Deployment | 15% | - Model governance, security, and reliability - DevOps integration, automation, and CI/CD - Model lifecycle management, monitoring, and maintenance |
DASCA Senior Data Scientist Sample Questions:
1. IoT is built on:
A) Cloud Computing
B) None of the above
C) Networks of data gathering devices
D) Both A and B
2. Self-driving car is an example of:
A) All of the above
B) Supervised learning
C) Reinforcement learning
D) Unsupervised learning
3. Which of the following is a useful feature of functional programming?
A) Higher-Order Functions (HOFs)
B) Immutable Data
C) All of the above
D) Lazy Evaluation
4. Which of the following is an example of graphical model?
A) Markov Random Fields
B) Both A and C
C) Bayesian Networks
D) Both A and B
E) Geographical Networks
5. Designing an algorithm to play chess is usually an example of which type of machine learning?
A) Pattern density
B) Clustering
C) Supervised learning
D) Reinforcement learning
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: D | Question # 5 Answer: D |






