C. Cloud TPUs
Cloud TPUs (Tensor Processing Units) are specialized hardware accelerators designed by Google specifically for training machine learning models. They are optimized for the highly parallel computations needed for machine learning tasks, significantly speeding up the training process compared to general-purpose hardware like CPUs or GPUs.
The other options are not designed specifically for speeding up machine learning model training:
- A. Bare Metal Solution: This refers to a cloud service offering that provides physical servers without virtualization. While it can offer performance benefits, it's not specialized for machine learning.
- B. Preemptible or Spot VMs: These are cost-effective, temporary virtual machines in the cloud but are not specifically designed to accelerate machine learning model training.
- D. Containers: Containers are a method of packaging applications and their dependencies for portability and scalability but are not directly related to the hardware acceleration of machine learning.
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