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EMC D-DS-FN-23 Exam Syllabus Topics:
Topic
Details
Topic 1
- Initial Analysis of the Data: This section of the exam measures the skills of a Data Science Enthusiast and focuses on the first steps in analyzing data. It explains how basic R commands are used for exploration, discusses important statistical measures and visualizations, and describes hypothesis testing techniques for evaluating models.
Topic 2
- Big Data, Analytics, and the Data Scientist Role: This section of the exam measures the skills of a Data Science Enthusiast and covers the basic concepts of Big Data, including its defining characteristics and the business drivers behind its rise. It also introduces the role of the Data Scientist, highlighting the critical skills needed in the data science field.
Topic 3
- Operationalizing an Analytics Project and Data Visualization Techniques: This section of the exam measures the skills of an Entry-Level Data Analyst and explains best practices for communicating findings and operationalizing analytics projects. It covers effective methods for presenting projects to various audiences and emphasizes the importance of planning and creating impactful data visualizations.
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EMC Dell Data Science Foundations Sample Questions (Q152-Q157):
NEW QUESTION # 152
Refer to exhibit.
You are asked to write a report on how specific variables impact your client's sales using a data set provided to you by the client. The data includes 15 variables that the client views as directly related to sales, and you are restricted to these variables only.
After a preliminary analysis of the data, the following findings were made:
1. Multicollinearity is not an issue among the variables
2. Only three variables A, B, and C have significant correlation with sales You build a linear regression model on the dependent variable of sales with the independent variables of A, B, and C. The results of the regression are seen in the exhibit. You cannot request additional data.
What is a way that you could try to increase the R2 of the model without artificially inflating it?
- A. Break variables A, B, and C into their own univariate models
- B. Create clusters based on the data and use them as model inputs
- C. Force all 15 variables into the model as independent variables
- D. Create interaction variables based only on variables A, B, and C
Answer: B
NEW QUESTION # 153
What are challenges presented by Big Data?
- A. New technologies, tools, and business processes only
- B. New technologies, tools and regulatory rules only
- C. New technologies, and tools only
- D. New technologies, tools, business processes, and regulatory rules
Answer: D
NEW QUESTION # 154
Refer to the exhibit.
Click on the calculator icon in the upper left corner. An analyst is searching a corpus of documents for the topic "solid state disk".
In the Exhibit, Table A provides the inverse document frequency for each term across the corpus. Table B provides each term's frequency in four documents selected from corpus.
Which of the four documents is most relevant to the analyst's search?
- A. Document D
- B. Document C
- C. Document B
- D. Document A
Answer: B
NEW QUESTION # 155
Which phase of the data analytic lifecycle includes conducting project sponsor interviews and drafting a problem statement?
- A. Model planning
- B. Operationalize
- C. Model building
- D. Discovery
Answer: D
Explanation:
The Discovery phase involves understanding the business problem by conducting project sponsor interviews, gathering requirements, and drafting a problem statement to define the analytic objectives clearly.
NEW QUESTION # 156
What is a benefit of Spark in-memory data processing as opposed to using MapReduce?
- A. Allows parallel processing, which MapReduce does not support
- B. Avoids writing intermediate data to disk, which speeds up processing
- C. Supports processing unstructured data, which MapReduce does not allow
- D. Removes the need to use disks at all, which reduces cost
Answer: B
Explanation:
Spark's in-memory data processing avoids the need to write intermediate data to disk, which significantly speeds up processing compared to MapReduce, which writes intermediate data to disk after each operation.
This makes Spark much faster for iterative tasks.
NEW QUESTION # 157
......
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