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DASCA SDS Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| 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 |
| Foundational Methods & Frameworks | 25% | - Data preparation, feature engineering, and quality assurance - Machine learning algorithms, selection, and evaluation - Advanced statistics, probability, and experimental design |
| Big Data Ecosystems & Scalable Systems | 20% | - Distributed computing frameworks and cloud platforms - Scalability, performance, and optimization - Data storage, processing pipelines, and governance |
| 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 |
| MLOps & Production Deployment | 15% | - DevOps integration, automation, and CI/CD - Model governance, security, and reliability - Model lifecycle management, monitoring, and maintenance |
DASCA Senior Data Scientist Sample Questions:
1. Which of the following can visualize variations in the base data, which can be used to identify outliers in the data for further investigation?
A) Trend Analysis
B) Scatter Plot
C) Histogram
D) None of the above
E) Box Plots
2. Which of the following is correct for Markov chain?
A) A Markov chain is a sequence of fixed variables X1, X2
B) Both A and B
C) Both B and C
D) A Markov chain is the state of a system at sequential points in time
E) A Markov chain is a sequence of random variables X1, X2
3. Which of the following is NOT a process of Use Case?
A) Brainstorm the outcomes that the key stakeholders need to answer to facilitate making the decisions
B) Capture the decisions that the key business stakeholders need to make in order to support the organization's key business initiatives
C) Identify your key business stakeholders
D) Brainstorm the questions that the key stakeholders need to answer to facilitate making the decisions
E) Understand your organization's key business initiatives or business challenge
4. Example of amortized performance is:
A) All of the above
B) Hadoop dictionaries
C) HDFS dictionaries
D) MapReduce dictionaries
E) Python dictionaries
5. Which of the following is correct about customer lifetime value (CLTV)?
i. Most organizations determine the current customer lifetime value (CLTV) based on historic sales over past
12 to 18 months
ii. The goal of the CLTV score is to help marketing and store personnel to determine the "value" of a customer
A) Only i
B) Both i and ii
C) Only ii
Solutions:
| Question # 1 Answer: E | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: E | Question # 5 Answer: B |
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