Speakers:
Fast Delivery of Propensity-to-Buy Models with AutoML at ING
Date:
Thursday, November 16, 2023
Time:
1:30 pm
Track:
Room:
Saphir 1
Summary:
The talk presents how ING has increased its productivity in delivering propensity-to-buy models for direct marketing campaigns by implementing an AutoML pipeline that utilizes the existing infrastructure. The implementation of clear standards and a highly automated model development process with state-of-the art features (SHAP, Bayesian parameter tuning, etc.) has decreased the time needed for development to deployment to less than one month while model updates only need a few hours.
Speakers:
Handling Multiple Languages in Text Classification Problems at ING
Date:
Thursday, November 16, 2023
Time:
2:00 pm
Track:
Summary:
Text classification is a well-known use case. But how do you approach this classification task if the text is in multiple different languages? In this session Katharina presents different options for solving multi-language classification problems like language embeddings as well as different translation models and APIs and discuss the challenges to use them in practice. Finally, she presents a new approach that works especially well on short texts and which is now used to classify banking transaction at ING.