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DASCA SDS Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Machine Learning and Predictive Modeling | - Supervised Learning - Unsupervised Learning - Model Evaluation and Validation |
| Topic 2: Mathematics and Statistics for Data Science | - Linear Algebra and Optimization - Probability and Statistical Inference |
| Topic 3: Data Management and Governance | - Data Quality and Lifecycle Management - Data Privacy and Security Principles |
| Topic 4: Artificial Intelligence Applications | - Deep Learning Fundamentals - NLP and Computer Vision Overview |
| Topic 5: Big Data Engineering and Technologies | - Data Pipelines and ETL - Distributed Computing Concepts |
DASCA Senior Data Scientist Sample Questions:
Question 1
Which of the following is NOT a main data container in Python?
A. LinkedList
B. Dict
C. Tuples
D. Lists
Question 2
Machine learning can be categorized as:
A. All of the above
B. Reinforcement learning
C. Unsupervised learning
D. Supervised learning
Question 3
Which of the following is correct?
i. LaTeX is used to publish work in a scientific journal
ii. LaTeX is a markup language that can be compiled into formatted documents iii. LaTeX is for publishing scientific papers
A. i, ii, iii
B. ii, iii
C. i, ii
D. i, iii
Question 4
Which of the following is TRUE for Chief Data Monetization Officer (CDMO)?
i. CDMO should focus on driving and deriving value from the organization's data and analytic assets.
ii. The CDMO should own the organization's investment decisions with respect to data and analytics.
iii. CDMO should have revenue and margin responsibilities.
A. All of the above
B. ii, iii
C. i, ii
Question 5
Which of the following is TRUE about monetization exercise?
A. The monetization exercise works by first understanding the product usage patterns and customer usage behaviors associated with a particular product and service
B. The monetization exercise provides an opportunity to uncover new product and/or service opportunities
C. All of the above
D. The monetization exercise process then seeks to identify complementary or secondary recommendations that can be packaged and delivered along with that product or service
E. Both B and C
Solutions:
| Question 1 Answer: A | Question 2 Answer: A | Question 3 Answer: A | Question 4 Answer: A | Question 5 Answer: C |
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