Scénarios Métiers

Cas d'usage réels et workflows complets

285 Scénarios trouvés
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Web Analytics: Reducing High Cardinality with GroupRare

Contexte :
An e-commerce platform is analyzing web server logs to understand traffic sources. The 'Referrer_URL' variable has extremely high cardinality (thousands of unique referring sites). To make this var...
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HR Analytics: Handling Missing Data with One-Hot Encoding

Contexte :
The HR department is building a neural network to predict employee attrition. The dataset contains a 'Certification' field which is often empty (NULL). In this business context, a missing value is ...
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Credit Risk Modeling: Weight of Evidence Transformation

Contexte :
A financial institution wants to build a scorecard for loan applicants. The modeling team needs to transform categorical variables (such as 'Job Type' and 'Housing Status') into numerical Weight of...
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API Robustness: Parameter Precedence and Error Handling

Contexte :
A DevOps engineer is building an automated wrapper around the CAS API. They need to verify how the system handles conflicting parameters (e.g., asking for a specific library AND filtering by type) ...
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Corporate Data Source Compliance Audit

Contexte :
The Data Governance Office needs to perform a quarterly audit of all active data libraries to ensure they point to secure, authorized storage paths. The auditor needs to examine specific details of...