Enhancing Copies in the Core of a Relational Database
Project information
- Company: Huawei
- Duration: 2021 - 2022
- Principal Investigator: Jordi Nin
- Participants: ESADE, Huawei Research Munich
The Enhancing Copies in the Core of a Relational Database project develops efficient methods for integrating machine learning into database systems. Using model-copying techniques, it aims to preserve existing knowledge while adapting models to evolving data and schemas with limited computational resources. The project focuses on three applications: improving model interpretability, enabling incremental learning, and supporting data versioning without costly retraining.