Patent ID: 11915113
Assignee: VERINT AMERICAS INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 12:
13. A non-transitory computer-readable storage medium comprising instructions that, when executed by a first processor of a processing system, cause the processing system to perform a method, the method comprising:
selecting a distributed query strategy for application to a pool of unlabeled data and partitioning the pool into a predetermined number of subsets of unlabeled training data;
allocating each of the predetermined subsets to a respective one of a plurality of the distributed processing devices;
applying the selected distributed query strategy, wherein the selected distributed query strategy comprises a predetermined number of tasks, wherein the predetermined number of tasks equals the predetermined number of subsets and wherein the distributed query strategy is adapted to work in parallel across the plurality of distributed processing devices;
receiving from the plurality of distributed processing devices a predetermined number (n) of resulting unlabeled samples after the selected query strategy is performed by the plurality of distributing processing devices, wherein confidence in the resulting unlabeled samples, determined by a machine learned model, is lowest;
providing the resulting unlabeled samples for labeling to generate labeled selected samples;
receiving the labeled selected samples; and
retraining the machine learned model using the labeled selected samples.