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examtopics.com • MachineLearning • World
A retail company seeks to build a machine learning model for product sales prediction using BigQuery data, and the optimal model and feature engineering approach are evaluated.
examtopics.com • Engineering • World
This question discusses optimizing a BigQuery ML linear regressor model's training and inference processes by minimizing storage and computational overhead.
examtopics.com • Technology • World
This question discusses configuring a Vertex AI model endpoint for an AutoML tabular classification model to minimize latency and cost while handling fluctuating website traffic.
examtopics.com • Technology • World
This question discusses creating an ML pipeline orchestration layer using Google Cloud services that triggers only when new files are added to a Cloud Storage bucket, minimizing compute costs.
examtopics.com • Technology • World
A machine learning model deployed in Google Cloud experiences high latency in Singapore, prompting the need for optimization strategies.
examtopics.com • Engineering • World
An online grocery store needs to scale its machine learning model for recipe recommendations to handle a fourfold increase in holiday traffic, prompting a discussion on optimal scaling strategies using Google Vertex AI.
examtopics.com • MachineLearning • World
This article discusses optimizing a machine learning model retraining workflow for predicting used car prices using Vertex AI, focusing on minimizing costs and efficiently deploying models.
examtopics.com • Technology • World
This question discusses the optimal method for deploying a new machine learning model to a production Vertex AI endpoint with minimal disruption.
examtopics.com • Technology • World
A bank employee seeks the most efficient method to add explainability to a custom loan application prediction model deployed on Google Cloud, adhering to compliance requirements.
examtopics.com • MachineLearning • World
This question explores optimizing an ML pipeline's performance by comparing different parameter combinations using Google Cloud's Vertex AI.
examtopics.com • Technology • World
This article presents a multiple-choice question about automating a model retraining workflow using Vertex AI, GitHub Actions, and Cloud Build, focusing on optimal CI/CD configuration.
examtopics.com • MachineLearning • World
A machine learning model predicts customer subscription cancellations with high accuracy for cancellations but lower accuracy for renewals, prompting an analysis of the results.
examtopics.com • MachineLearning • World
This article presents a multiple-choice question about productionizing a Keras ML model, comparing different cloud-based orchestration approaches for weekly retraining.