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examtopics.com • Technology • World
The question discusses evaluating the performance of different distilled LLMs using a Vertex AI pipeline, and the optimal solution involves creating a custom Vertex AI Pipelines component for efficient metric calculation and result storage.
examtopics.com • MachineLearning • World
A machine learning engineer needs to predict customer lifetime value using historical data in BigQuery, and the optimal solution involves creating an AutoML regression model in BigQuery Studio.
examtopics.com • Technology • World
A hospital uses Vertex AI to build a patient risk prediction model, and the question involves determining the best strategy to monitor for feature drift and maintain accuracy over time while minimizing costs.
examtopics.com • Technology • World
This article presents a multiple-choice question regarding migrating Apache Spark jobs from an on-premises Hadoop cluster to Google Cloud using managed services, with minimal code changes and a tight deadline.
examtopics.com • MachineLearning • World
A multinational company needs a quick and efficient machine learning solution for translating Spanish business documents, and the best approach is to use the Cloud Translation API's Document Translation feature.
examtopics.com • Technology • World
This question explores the optimal method for transcribing voice call recordings using Google's Speech-to-Text API, considering factors like sampling rate and synchronous vs. asynchronous recognition.
examtopics.com • Technology • World
This question explores optimal workflow design for analytics, feature creation, and online prediction using Google Cloud Platform services for machine learning.
examtopics.com • Technology • World
A Google Cloud project using Vertex AI Pipelines encounters a permission error when run from a Vertex AI Workbench instance, requiring a solution to grant appropriate access.
examtopics.com • Technology • World
This question focuses on efficiently managing and deploying machine learning models within Google Cloud's Vertex AI platform, emphasizing the use of experiments and pipelines for streamlined workflows.
examtopics.com • Technology • World
This article presents a multiple-choice question about deploying a retrained machine learning model for a music streaming service on Vertex AI, focusing on minimizing complexity and using A/B testing for gradual rollout.
examtopics.com • Technology • World
This article presents a multiple-choice question about deploying a machine learning workflow using Google Cloud Platform services, focusing on version control, scalability, and resource optimization.
examtopics.com • Technology • World
This question discusses the best method for enabling team collaboration and metric comparison in a Vertex AI pipeline for custom model training.
examtopics.com • Engineering • World
This article presents a multiple-choice question regarding the optimal architecture for deploying a machine learning model with computationally expensive preprocessing steps on Google AI Platform.
examtopics.com • Technology • World
A machine learning model misclassified data, and this question explores how to use Vertex AI Metadata's lineage feature to recover the training data used by a specific model version.
examtopics.com • Technology • World
This question assesses knowledge of setting up secure access to Google's Vertex AI Workbench for a team, limiting access to other project employees.
examtopics.com • Technology • World
An e-commerce website's real-time product recommendation model needs optimization for minimal latency and update effort, leading to a discussion of various Google Cloud architecture solutions.
examtopics.com • Technology • World
This question presents a machine learning problem involving damaged vehicle image analysis and explores efficient model training strategies using Google Cloud services.
examtopics.com • Technology • World
A hotel needs to quickly predict customer satisfaction scores from scanned feedback forms, prompting a discussion on the optimal approach using Google Cloud APIs.
examtopics.com • MachineLearning • World
A retail company seeks to predict customer purchases using machine learning, and the best approach for interpreting individual predictions is discussed.
examtopics.com • Technology • World
This article presents a multiple-choice question regarding the optimal CI/CD pipeline for deploying machine learning models on Google Cloud's Vertex AI, emphasizing the importance of pre-production testing.
examtopics.com • Engineering • World
This article presents a machine learning engineering question about deploying an XGBoost model trained in Python for online serving using Google Kubernetes Engine and explores various approaches to efficiently implement pre- and post-processing steps.
examtopics.com • Technology • World
This question discusses optimizing a Vertex AI pipeline by choosing the best approach to reduce execution time and cost while testing different model algorithms.
examtopics.com • Technology • World
A data science team needs to analyze a massive sales dataset, prompting a decision on the optimal tools for efficient descriptive statistics, hypothesis testing, and data visualization.
examtopics.com • Technology • World
A data science team needs a system to efficiently track and manage machine learning experiments; the best solution uses Vertex AI Pipelines and its MetadataStore for streamlined result management.