# EF-Train: Enable Efficient On-device CNN Training on FPGA through Data Reshaping for Online Adaptation or Personalization

> Research article (ACM Transactions on Design Automation of Electronic Systems, 2022) · cited 23× · AI/ML

**Wikidata**: [openalex:W4213446428](https://www.wikidata.org/wiki/openalex:W4213446428)  
**Source**: https://4ort.xyz/entity/ef-train-enable-efficient-on-device-cnn-training-on-fpga-through-data-reshaping-for-online-adaptation-or-personalization