Method of training a model using data essence
AssigneesInventec (Pudong) Technology Corporation, Inventec Corporation
InventorsChih-Fan Hsu, Wei-Chao Chen, Ming-Ching Chang
Life of this patent
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Abstract
A method of training a model using data essence is performed by a computing device and includes: performing an essence generating procedure according to raw datum to generate a data essence, adding the data essence to an essence memory, and repeatedly performing a training procedure before the model converges. The training procedure includes: obtaining a training batch, updating a replay memory according to the training batch, wherein the replay memory before updating includes a plurality of data from an old training batch, and training the model according to the replay memory and the essence memory.
Claims6
A method of training a model using data essence performed by a computing device and comprising:
- performing an essence generating procedure according to raw datum to generate a data essence;
- adding the data essence to an essence memory;
- and
- repeatedly performing a training procedure before the model converges, wherein the training procedure comprises:
- obtaining a training batch;
- updating a replay memory according to the training batch, wherein the replay memory before updating comprises a plurality of data from an old training batch;
- and
- training the model according to the replay memory and the essence memory.
Dependencies are inferred from the claim text.