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On a device
The training process on a device has still not picked up. It may be feasible for a very small dataset. Since the compute resources required to train the data and also the storage required to store the data is more, generally mobile is not the preferred platform to carry out the training process.
The retraining phase also becomes complicated if we use mobile as a platform for the training process.