QuestionQ51

Automating and orchestrating ML pipelines

You need to create classification workflows for several structured datasets currently stored in BigQuery. Because you will perform the classification multiple times, you want to carry out the following steps without writing code: exploratory data analysis, feature selection, model building, training, hyperparameter tuning, and serving. Which action should you take?

Explanation

Vertex AI AutoML supports managed classification for tabular, structured data, including BigQuery-table inputs. It automates model and architecture selection, training, and hyperparameter optimization, and produces a Vertex AI model that can be deployed for serving without requiring custom training code.

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