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DASCA SDS Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Foundational Methods & Frameworks | 25% | - Data preparation, feature engineering, and quality assurance - Advanced statistics, probability, and experimental design - Machine learning algorithms, selection, and evaluation |
| MLOps & Production Deployment | 15% | - Model lifecycle management, monitoring, and maintenance - DevOps integration, automation, and CI/CD - Model governance, security, and reliability |
| 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 |
| Big Data Ecosystems & Scalable Systems | 20% | - Scalability, performance, and optimization - Data storage, processing pipelines, and governance - Distributed computing frameworks and cloud platforms |
| 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 |
DASCA Senior Data Scientist Sample Questions:
1. Business Intelligence (BI) is:
A) BI focuses on "What happened?"
B) BI focuses on reporting on the future state of the business
C) Both B and C
D) BI focuses on descriptive analytics
E) Both A and B
2. Which of the following is NOT Structured data?
A) Relational databases
B) CSV files
C) XML
D) Data tables
E) None of the above
3. Designing an algorithm to play chess is usually an example of which type of machine learning?
A) Reinforcement learning
B) Clustering
C) Supervised learning
D) Pattern density
4. The DevOps movement is an outgrowth of which of the following software development methodologies?
A) Test-driven development and model-driven development
B) Promise-based algorithms
C) Agile
D) Waterfall
5. Spark is written in:
A) Java
B) Scala
C) C++
D) C
E) Python
Solutions:
| Question # 1 Answer: E | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: C | Question # 5 Answer: B |
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