Model Size Reduction Using Frequency Based Double Hashing for Recommender Systems

no code implementations • 28 Jul 2020 • Caojin Zhang, Yicun Liu, Yuanpu Xie, Sofia Ira Ktena, Alykhan Tejani, Akshay Gupta, Pranay Kumar Myana, Deepak Dilipkumar, Suvadip Paul, Ikuhiro Ihara, Prasang Upadhyaya, Ferenc Huszar, Wenzhe Shi

The large model size usually entails a cost, in the range of millions of dollars, for storage and communication with the inference services.

Recommendation Systems

Coupled End-to-End Transfer Learning With Generalized Fisher Information

no code implementations • CVPR 2018 • Shixing Chen, Caojin Zhang, Ming Dong

In transfer learning, one seeks to transfer related information from source tasks with sufficient data to help with the learning of target task with only limited data.

Decoder Domain Adaptation +4

Using Ranking-CNN for Age Estimation

no code implementations • CVPR 2017 • Shixing Chen, Caojin Zhang, Ming Dong, Jialiang Le, Mike Rao

Human age is considered an important biometric trait for human identification or search.

Age Estimation Multi-class Classification