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DASCA SDS Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| MLOps & Production Deployment | 15% | - Model lifecycle management, monitoring, and maintenance - DevOps integration, automation, and CI/CD - Model governance, security, and reliability |
| Foundational Methods & Frameworks | 25% | - Data preparation, feature engineering, and quality assurance - Advanced statistics, probability, and experimental design - Machine learning algorithms, selection, and evaluation |
| Data Science Applications in Business | 20% | - Data science strategy and enterprise alignment - Translating business requirements into data science problems - Measuring and demonstrating ROI of data science initiatives |
| Big Data Ecosystems & Scalable Systems | 20% | - Data storage, processing pipelines, and governance - Distributed computing frameworks and cloud platforms - Scalability, performance, and optimization |
| 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 |
DASCA Senior Data Scientist Sample Questions:
Example of amortized performance is:
- A. All of the above
- B. Hadoop dictionaries
- C. Python dictionaries
- D. HDFS dictionaries
- E. MapReduce dictionaries
Correct Answer: C 🗳️
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Which of the following is a Python library for fitting Bayesian networks to real data?
- A. MyLib
- B. SCIMC
- C. PyMC
- D. SciLib
- E. MCMC
Correct Answer: C 🗳️
Explanation: Only visible for DumpExam members. You can sign-up / login (it's free).
In unsupervised learning, learning takes place by based on these deductions in input data and developing patterns:
- A. Both A and B
- B. Detecting regularities
- C. Detecting irregularities
- D. None of the above
Correct Answer: A 🗳️
Explanation: Only visible for DumpExam members. You can sign-up / login (it's free).
Data wrangling is the process of getting the data from:
- A. Its modified meaning format into something suitable for more conventional analytics
- B. Both A and B
- C. None of the above
- D. Its raw format into something suitable for more conventional analytics
Correct Answer: D 🗳️
Explanation: Only visible for DumpExam members. You can sign-up / login (it's free).
JSON takes hierarchical data structures and serializes them into:
- A. Both A and B
- B. None of the above
- C. Plain string format
- D. Any desired format
- E. Plain text format
Correct Answer: A 🗳️
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