Scénarios Métiers

Contexte :
A healthcare provider wants to assess a model that predicts patient readmission within 30 days. The goal is to check for bias related to the patient's preferred language. The dataset is imperfect a...

Contexte :
A retail bank has developed a machine learning model to predict the likelihood of loan default. To comply with fair lending regulations, the bank needs to assess whether the model exhibits bias tow...

Contexte :
An insurance company uses a gradient boosting model (ASTORE) to flag potentially fraudulent claims. They need to ensure the model is not unfairly flagging claims from certain geographical regions. ...

Contexte :
A utility provider needs to forecast hourly electricity demand. The data is collected from sensors which are prone to intermittent failures, leading to gaps in the time series. Furthermore, the dem...

Contexte :
A quantitative analysis team at an investment firm needs to model a long series of daily stock closing prices. Due to the large volume of data (15+ years), the performance and scalability of the AR...