Training Data Generation13 - Rulebased Training DataProgrammatically build training datasets by defining heuristic rules which are used in functions for labeling training data.
Training Data Generation12 - Textual Data AugmentationBoost your performance by creating data out of data, instead of new data.
Training Data Generation11 - Crowdsourcing MarketplaceCreating training data is a labor-intensive task. Fine-tune the training data definition yourself and then scale-up by outsourcing to remote workers.
Training Data Generation10 - Training Data ProviderGold data contains the ground truth. Re-use available resources, but be careful that the dataset matches your purpose.
Training Data Generation09 - Annotation with Active LearningUse an annotation tool that benefits from active learning to enforce a robust annotion process and balanced annotations.
Training Data Generation08 - Manual AnnotationNobody wants to do the manual labor of tagging. Everybody wants to build language models with annotated training data.