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DASCA SDS Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Machine Learning and Predictive Modeling | - Model Evaluation and Validation - Supervised Learning - Unsupervised Learning |
| Data Management and Governance | - Data Privacy and Security Principles - Data Quality and Lifecycle Management |
| Mathematics and Statistics for Data Science | - Probability and Statistical Inference - Linear Algebra and Optimization |
| Big Data Engineering and Technologies | - Data Pipelines and ETL - Distributed Computing Concepts |
| Artificial Intelligence Applications | - Deep Learning Fundamentals - NLP and Computer Vision Overview |
DASCA Senior Data Scientist Sample Questions:
Which of the following is an SLAs specification in case of Internet Service Provider (ISP)?
- A. Mean Time To Recovery (MTTR)
- B. Mean Time Between Failures (MTBF)
- C. All of the above
- D. Turnaround Time (TAT)
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JSON takes hierarchical data structures and serializes them into:
- A. Plain text format
- B. None of the above
- C. Any desired format
- D. Plain string format
- E. Both A and B
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Which classification steps are performed in inductive techniques?
i. Training Step
ii. Test Step
iii. Validation Step
iv. Application Step
- A. ii, iii
- B. i, ii, iii, iv
- C. i, ii
- D. i, ii, iv
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Business Intelligence (BI) is:
- A. BI focuses on reporting on the future state of the business
- B. BI focuses on "What happened?"
- C. BI focuses on descriptive analytics
- D. Both B and C
- E. Both A and B
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Which of the following is TRUE for Business Metamorphosis?
- A. All of the above
- B. Business Metamorphosis exercise can uncover Big Data requirements around decisions, analytics and data sources that can be leveraged to transform or metamorphose your organization's business model
- C. The Business Metamorphosis phase helps drive an organization's core business model through the analytic insights gathered as the organization traverses the Big Data Business Model Maturity Index
- D. Both A and C
- E. The Business Metamorphosis phase is where organizations integrate the insights that they captured about their customers' usage patterns, product performance behaviors, and overall market trends to transform their business models
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