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cs.IR2022★ 3 cited
Benchmark of DNN Model Search at Deployment Time
Lixi Zhou, Arindam Jain, Zijie Wang +3
Deep learning has become the most popular direction in machine learning and artificial intelligence. However, the preparation of training data, as well as model training, are often…
cs.DB2022★ 18 cited
Serving Deep Learning Models with Deduplication from Relational Databases
Lixi Zhou, Jiaqing Chen, Amitabh Das +4
There are significant benefits to serve deep learning models from relational databases. First, features extracted from databases do not need to be transferred to any decoupled deep…