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Which statement is TRUE about TensorFlow?1 pointRuns on GPU only.Runs on CPU only.Runs on CPU and GPU.

Question

Which statement is TRUE about TensorFlow?

1 point

  • Runs on GPU only.
  • Runs on CPU only.
  • Runs on CPU and GPU.
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Solution

Analysis of the Question

To determine which statement about TensorFlow is true, we need to consider the capabilities of TensorFlow regarding its execution environment.

Relevant Concepts

  1. TensorFlow: An open-source machine learning framework developed by Google that allows multiple backend processes (CPUs, GPUs).
  2. GPU (Graphics Processing Unit): Commonly used for complex computations like neural networks due to their parallel processing capabilities.
  3. CPU (Central Processing Unit): The primary component of a computer that performs most of the processing inside a computer.

Evaluation of Choices

  1. Runs on GPU only: This is incorrect because TensorFlow is not limited to GPUs.
  2. Runs on CPU only: This statement is also incorrect. While TensorFlow can run on CPUs, it is not restricted to this environment.
  3. Runs on CPU and GPU: This statement is correct. TensorFlow can execute computations on both CPUs and GPUs, allowing for flexibility and performance optimization.

Final Answer

The true statement about TensorFlow is: Runs on CPU and GPU.

This problem has been solved

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