A retailer's data-science team already builds image-classification models with the open-source TensorFlow framework. To shorten training time they want to move the workload to Google Cloud, avoid buying on-premises GPUs, and keep most of their TensorFlow code unchanged. Which Google Cloud option best meets these requirements?
Run the training jobs on Cloud TPU to leverage Google's custom ML accelerators.
Export the data to BigQuery ML and retrain the model by writing SQL statements.
Move the project to AutoML Vision so Google handles the entire training process.
Create a Dataproc Hadoop cluster using standard CPU virtual machines for training.
Cloud TPU is Google's managed service that provides custom Tensor Processing Unit hardware designed specifically to accelerate TensorFlow and other ML workloads. Teams can reuse existing TensorFlow code with minimal changes while gaining significant speed improvements. AutoML Vision would require handing model training to a higher-level service, losing code-level control. Dataproc CPU-only clusters would not materially accelerate deep-learning training. BigQuery ML is intended for SQL-based model development and does not support training complex image models written in TensorFlow.
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