Scénarios Métiers

Cas d'usage réels et workflows complets

285 Scénarios trouvés
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neuralNet annTrain

Edge Case: Handling Missing Values and Imbalanced Classes in Clinical Data

Contexte :
A research organization is analyzing clinical trial data to predict patient response to a new treatment. The dataset is small, contains numerous missing values from incomplete lab results, and the ...
neuralNet annScore

Customer Churn Prediction and Latent Feature Extraction for Segmentation

Contexte :
A telecom company wants to score new customers to predict their likelihood of churning. Additionally, they want to extract latent features from the neural network's hidden layer to use as input for...
neuralNet annScore

Scoring Patient Records with Missing Data and Pre-existing Diagnoses

Contexte :
A healthcare provider needs to run a diagnostic prediction model on a batch of new patient records. The dataset is known to be 'dirty': some records have missing test results (input variables), whi...
neuralNet annScore

High-Volume Batch Scoring of E-commerce Product Recommendations

Contexte :
An e-commerce platform needs to refresh product recommendations for its entire user base overnight. This involves scoring a very large table of user-product pairs against a recommendation model. Th...
neuralNet annCode

Edge Case: Scoring Code with Custom Model ID and Missing Values

Contexte :
A financial institution maintains multiple versions of a credit risk model. To avoid confusion in their model inventory, each generated scoring code needs a specific, human-readable model identifie...