I'm taking this SDS exam on the 15th.

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| Section | Weight | Objectives |
|---|---|---|
| Data Science Applications in Business | 20% | - Measuring and demonstrating ROI of data science initiatives - Data science strategy and enterprise alignment - Translating business requirements into data science problems |
| Advanced AI & Generative AI | 20% | - Generative AI techniques, use cases, and limitations - Responsible AI, ethics, fairness, transparency, and compliance - Deep learning, neural networks, and foundation models |
| Foundational Methods & Frameworks | 25% | - Advanced statistics, probability, and experimental design - Data preparation, feature engineering, and quality assurance - Machine learning algorithms, selection, and evaluation |
| Big Data Ecosystems & Scalable Systems | 20% | - Scalability, performance, and optimization - Distributed computing frameworks and cloud platforms - Data storage, processing pipelines, and governance |
| MLOps & Production Deployment | 15% | - Model lifecycle management, monitoring, and maintenance - DevOps integration, automation, and CI/CD - Model governance, security, and reliability |
1. Which of the following is used to summarize a dataset by showing the median, quantiles, and min/max values for each of the variables?
A) Bar Charts
B) Pie Charts
C) Box Plots
D) Histogram
E) Scatter Chart
2. 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) i, ii
B) All of the above
C) ii, iii
3. Which of the following is TRUE about monetization exercise?
A) The monetization exercise process then seeks to identify complementary or secondary recommendations that can be packaged and delivered along with that product or service
B) Both B and C
C) The monetization exercise works by first understanding the product usage patterns and customer usage behaviors associated with a particular product and service
D) All of the above
E) The monetization exercise provides an opportunity to uncover new product and/or service opportunities
4. 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, iv
C) i, iii
D) ii, iii
5. Which of the following is an SLAs specification in case of Internet Service Provider (ISP)?
A) Turnaround Time (TAT)
B) Mean Time Between Failures (MTBF)
C) All of the above
D) Mean Time To Recovery (MTTR)
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B | Question # 3 Answer: D | Question # 4 Answer: A | Question # 5 Answer: C |
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