Scénarios Métiers

Contexte :
An industrial manufacturing company wants to predict the Remaining Useful Life (RUL) in hours for a critical machine component. The goal is to move from a fixed-schedule maintenance plan to a predi...

Contexte :
A financial services company needs to model the potential future value of a large customer base (millions of records). The modeling process must be completed within a strict 45-minute time window t...

Contexte :
A clinical research organization is analyzing patient trial data. Some biometric sensor readings, which are important predictors for treatment effectiveness, are missing due to device malfunction. ...

Contexte :
A manufacturing company wants to build a deep learning model to automatically detect scratches and dents on metal parts. The initial dataset is small. They need to expand it by creating slightly mo...

Contexte :
An environmental agency is analyzing large, high-resolution satellite images (e.g., 8192x8192 pixels) to train a model for land use classification (forest, urban, water). They need to efficiently e...