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EMC D-DS-FN-23 Exam Syllabus Topics:
Topic
Details
Topic 1
- Advanced Analytics for Big Data - Technology and Tools: This section of the exam measures the skills of a Data Science Enthusiast and addresses the technological challenges associated with Big Data. It introduces tools and technologies such as MapReduce, Hadoop, the Hadoop ecosystem, in-database analytics, SQL essentials, and advanced SQL techniques like window functions and MADlib.
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
- 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.
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EMC Dell Data Science Foundations Sample Questions (Q185-Q190):
NEW QUESTION # 185
What converts SQL-like commands into either Tez, Spark, or MapReduce jobs that are submitted to the Hadoop cluster?
- A. Mahout
- B. Hive
- C. HBase
- D. Pig
Answer: B
Explanation:
Hive converts SQL-like commands into execution plans that run as Tez, Spark, or MapReduce jobs on a Hadoop cluster, enabling users to query large datasets using a familiar query language.
NEW QUESTION # 186
In association rules, given items X and Y, what does lift measure?
- A. How many times more often X and Y occur together than expected if they were statistically independent, expressed as a ratio
- B. Percentage of transactions with Xthat also contain Y
- C. Percentage of transactions that contain an itemset with X
- D. Difference in the probability ofX and Y appearing together compared with expectations as if they were statistically independent
Answer: A
Explanation:
Lift measures how many times more often X and Y occur together than would be expected if they were statistically independent. It is expressed as a ratio, and a lift greater than 1 indicates a positive association between X and Y.
NEW QUESTION # 187
In the Map Reduce framework, what is the purpose of the Map Function?
- A. It collects the output of the Reduce function
- B. It breaks the input into smaller components and distributes to other nodes in the cluster
- C. It sorts the results of the Reduce function
- D. It processes the input and generates key-value pairs
Answer: D
NEW QUESTION # 188
You need to run a hypothesis test across three normally distributed populations.
Which technique should you use?
- A. Wilcoxon rank sum test
- B. Welch's t-test
- C. Z-test
- D. ANOVA
Answer: D
NEW QUESTION # 189
In addition to less data movement and the ability to use larger datasets in calculations, what is a benefit of analytical calculations in a database?
- A. quicker time to insight
- B. full use of data aggregation functionality
- C. more efficient handling of categorical values
- D. improved connections between disparate data sources
Answer: A
NEW QUESTION # 190
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