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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Big Data Engineering | 15-20% | - Cloud Computing for Data Science
|
| Topic 2: Machine Learning at Scale | 25-30% | - Supervised Learning
|
| Topic 3: Foundations of Data Science | 15-20% | - Data Science Lifecycle
|
| Topic 4: Advanced Statistical Modeling | 20-25% | - Statistical Inference
|
| Topic 5: Data Visualization and Communication | 10-15% | - Tools and Technologies
|
1. What is TRUE for "rehashing"?
A) Key/value pairs from the original table can be inserted into the new, larger one
B) All of the above
C) Allocate a new, larger hash table in memory
D) It requires a new hash function, which maps values into a larger range of integers
E) Both A and B
2. Which of the following errors refers to the wrong negation of a true null hypothesis?
A) Type II Error
B) Hypothesis Error
C) Type I Error
D) None of the above
E) Logical Error
3. Which of the following is the most important part of Hadoop?
A) Both B and C
B) MapReduce Framework
C) Hadoop Distributed File System (HDFS)
D) Spark Framework
E) Both A and B
4. Spark is written in:
A) Python
B) C++
C) Java
D) C
E) Scala
5. Designing an algorithm to play chess is usually an example of which type of machine learning?
A) Pattern density
B) Reinforcement learning
C) Supervised learning
D) Clustering
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: E | Question # 4 Answer: E | Question # 5 Answer: B |
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