DASCA SDS Exam Overview:
| Certification Vendor: | Data Science Council of America (DASCA) |
|---|---|
| Exam Name: | DASCA Senior Data Scientist (SDS) Certification Exam |
| Exam Number: | SDS |
| Available Languages: | English |
| Related Certifications: | Associate Big Data Scientist (ABDS) Principal Data Scientist (PDS) |
| Exam Format: | Computer-Based Exam (Online Proctored), Multiple Choice Questions |
| Recommended Training: | DASCA Official Certification Programs |
| Exam Registration: | DASCA Certification Registration |
| Sample Questions: | DASCA SDS Sample Questions |
| Exam Way: | Online proctored exam (remote computer-based testing) |
| Pre Condition: | Recommended: strong foundation in statistics, programming (Python/R), and machine learning concepts. |
| Official Syllabus URL: | https://www.dasca.org |
DASCA SDS Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Artificial Intelligence Applications | - Deep Learning Fundamentals - NLP and Computer Vision Overview |
| Big Data Engineering and Technologies | - Data Pipelines and ETL - Distributed Computing Concepts |
| Mathematics and Statistics for Data Science | - Probability and Statistical Inference - Linear Algebra and Optimization |
| Machine Learning and Predictive Modeling | - Supervised Learning - Model Evaluation and Validation - Unsupervised Learning |
| Data Management and Governance | - Data Privacy and Security Principles - Data Quality and Lifecycle Management |
DASCA Senior Data Scientist Sample Questions:
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. Only ii
- C. Both i and ii
Correct Answer: C 🗳️
Explanation: Only visible for TopExamCollection members. You can sign-up / login (it's free).
In regression, the principle of machine learning is used to optimize the parameters to:
- A. Both A and B
- B. Minimize the approximation error
- C. Calculate the closest possible outcomes
- D. None of the above
Correct Answer: A 🗳️
Explanation: Only visible for TopExamCollection members. You can sign-up / login (it's free).
Designing an algorithm to play chess is usually an example of which type of machine learning?
- A. Pattern density
- B. Supervised learning
- C. Reinforcement learning
- D. Clustering
Correct Answer: C 🗳️
Explanation: Only visible for TopExamCollection members. You can sign-up / login (it's free).
Which of the following is main Machine Learning Library in Python?
- A. SciPy
- B. Scikit-learn
- C. NumPy
- D. Matplotlib
- E. None of the above
Correct Answer: B 🗳️
Explanation: Only visible for TopExamCollection members. You can sign-up / login (it's free).
Which of the following is a DevOps Practice?
- A. Continuous integration
- B. All of the above
- C. Continuous build
- D. Continuous delivery
Correct Answer: B 🗳️
Explanation: Only visible for TopExamCollection members. You can sign-up / login (it's free).
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