CLF-C02 Question 169
Single answerA data analytics company needs to process large datasets and perform complex calculations for their machine learning models. They require an EC2 instance type that provides high computational power with a focus on CPU performance. Which instance type is most appropriate for their workload?
- A
Compute Optimized instances
- B
Memory Optimized instances
- C
Storage Optimized instances
- D
General Purpose instances
Show answer and explanation
Correct answer: A
Explanation
Compute Optimized instances are the most appropriate choice for workloads that require high CPU performance, such as processing large datasets or running machine learning models. They are specifically designed to deliver high computations per second, which aligns with the requirements of the scenario.
- A. Correct.
Compute Optimized instances are designed to deliver high-performance CPUs, making them ideal for workloads that require significant computational power, such as machine learning, batch processing, and high-performance web servers.
- B. Incorrect.
Memory Optimized instances are designed for workloads that require large amounts of memory, such as in-memory databases or memory-intensive analytics, but not necessarily high CPU performance.
- C. Incorrect.
Storage Optimized instances are designed for workloads requiring high throughput or low latency access to large datasets, such as data warehousing or big data processing, but they are not optimized for computational power.
- D. Incorrect.
General Purpose instances are balanced in terms of compute, memory, and storage, making them suitable for a wide range of workloads, but they are not specifically optimized for high computational power.