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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 - Responsible AI, ethics, fairness, transparency, and compliance - Generative AI techniques, use cases, and limitations |
| Topic 2: Big Data Ecosystems & Scalable Systems | 20% | - Data storage, processing pipelines, and governance - Distributed computing frameworks and cloud platforms - Scalability, performance, and optimization |
| Topic 3: Foundational Methods & Frameworks | 25% | - Machine learning algorithms, selection, and evaluation - Advanced statistics, probability, and experimental design - Data preparation, feature engineering, and quality assurance |
| Topic 4: 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 5: MLOps & Production Deployment | 15% | - DevOps integration, automation, and CI/CD - Model lifecycle management, monitoring, and maintenance - Model governance, security, and reliability |
DASCA Senior Data Scientist Sample Questions:
1. Which of the following is CORRECT?
i. CDMO should NOT own the data lake, the data warehouse, or any of the underlying data architecture or technologies.
ii. CDMO should own the data lake, the data warehouse, or any of the underlying data architecture or technologies.
iii. CIO should NOT own the data lake, the data warehouse, or any of the underlying data architecture or technologies.
iv. CIO should own the data lake, the data warehouse, or any of the underlying data architecture or technologies.
A) ii, iii
B) ii, iv
C) i, iv
D) i, iii
2. The DevOps movement is an outgrowth of which of the following software development methodologies?
A) Agile
B) Promise-based algorithms
C) Waterfall
D) Test-driven development and model-driven development
3. Which of these statements reflects a null hypothesis?
A) Women will score higher than men on empathy
B) Men will score higher than women on spatial awareness
C) As temperature increases, so too will the level of aggression
D) There will be no relationship between caffeine consumption and performance
E) There will be a significant difference between group 1 and group 2
4. What is TRUE for "rehashing"?
A) Key/value pairs from the original table can be inserted into the new, larger one
B) It requires a new hash function, which maps values into a larger range of integers
C) Both A and B
D) Allocate a new, larger hash table in memory
E) All of the above
5. What is DevOps?
A) Quality Assurance
B) Software Development
C) Software Operations
D) All
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: A | Question # 3 Answer: D | Question # 4 Answer: E | Question # 5 Answer: D |
