Google Professional Machine Learning Engineer
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Ultimate access to all questions.
Ultimate access to all questions.
You have developed a custom machine learning model using scikit-learn, but the training time is longer than expected. To address this, you decide to migrate your model to Vertex AI Training on Google Cloud. Considering that you want to improve the model’s training time, what is the first approach you should consider?
Explanation:
The correct answer is D. Although scikit-learn does not natively support GPU acceleration for training, when using Vertex AI Training, you have the flexibility to leverage GPUs which can significantly speed up the training process. This is a more efficient approach compared to using CPUs or modifying the model to use TensorFlow. Training in a distributed mode using multiple Compute Engine VMs can be more complex and is not the first step to consider when trying to reduce training time.