Scénarios Métiers

Cas d'usage réels et workflows complets

285 Scénarios trouvés
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bioMedImage buildSurface

Edge Case: Invalid Thresholds and Missing Image Data

Contexte :
The system processes legacy data archives where some scan metadata might be corrupted or parameters might be entered incorrectly (e.g., Low threshold > High threshold). The pipeline must handle the...
deepLearn buildModel

High-Performance CNN Initialization for Image Analysis

Contexte :
A semiconductor manufacturer processes high-resolution wafer images to detect defects. The volume of data requires a Convolutional Neural Network (CNN). The environment is a distributed SMP server,...
deepLearn buildModel

Edge Case: RNN Model Re-initialization in Pipeline

Contexte :
A financial institution analyzes transaction sequences to detect fraud patterns using Recurrent Neural Networks (RNN). The automated training pipeline runs nightly. This test ensures that the 'buil...
deepLearn buildModel

Standard DNN Initialization for Churn Prediction

Contexte :
A telecommunications company wants to reduce customer attrition. The Data Science team needs to build a Deep Neural Network (DNN) to predict the probability of a customer leaving based on their usa...
searchAnalytics buildAutoComplete

Edge Case: Social Media Hashtags and Special Characters

Contexte :
A marketing agency tracks trending topics on social media. User-generated content is 'dirty', containing hashtags, special characters, mixed case, and excessive whitespace. The test ensures the act...