# Efficient-Grad: Efficient Training Deep Convolutional Neural Networks on Edge Devices with Grad ient Optimizations > Research article (ACM Transactions on Embedded Computing Systems, 2022) · cited 10× · AI/ML **Wikidata**: [openalex:W4210961870](https://www.wikidata.org/wiki/openalex:W4210961870) **Source**: https://4ort.xyz/entity/efficient-grad-u-efficient-u-training-deep-convolutional-neural-networks-on-edge-devices-with-u-grad-u-ient-optimization