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DASCA SDS Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Mathematics and Statistics for Data Science | - Probability and Statistical Inference - Linear Algebra and Optimization |
| Topic 2: Machine Learning and Predictive Modeling | - Model Evaluation and Validation - Supervised Learning - Unsupervised Learning |
| Topic 3: Artificial Intelligence Applications | - Deep Learning Fundamentals - NLP and Computer Vision Overview |
| Topic 4: Data Management and Governance | - Data Quality and Lifecycle Management - Data Privacy and Security Principles |
| Topic 5: Big Data Engineering and Technologies | - Data Pipelines and ETL - Distributed Computing Concepts |
DASCA Senior Data Scientist Sample Questions:
1. Which of the following is NOT a main data container in Python?
A) Dict
B) Tuples
C) Lists
D) LinkedList
2. A burn down chart shows:
A) The number of hours worked after dark
B) The declining energy of the team
C) The volume of work and features completed
D) The rate of reduction of budget for a project
3. Which of the following is correct about microservices?
A) Each service is a new project
B) All of the above
C) Each service is independent
D) Each service can be developed in any language that best fits the requirement
4. Spark is written in:
A) Scala
B) Java
C) Python
D) C
E) C++
5. 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) i, iv
B) ii, iii
C) ii, iv
D) i, iii
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: C | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: A |





