AUTOMATIC OPTIMIZATION OF MACHINE LEARNING ALGORITHMS IN THE PRESENCE OF TARGET DATASETS
Methods, systems and computer program products for transferring knowledge using machine learning techniques by automatically generating training datasets are provided. New training datasets based on target datasets are automatically generated and used in machine learning techniques to perform tasks...
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Zusammenfassung: | Methods, systems and computer program products for transferring knowledge using machine learning techniques by automatically generating training datasets are provided. New training datasets based on target datasets are automatically generated and used in machine learning techniques to perform tasks on images. One of the main benefits is the possibility to transfer the knowledge learned in one domain to another domain in which extracting data or labeling images would be costly or simply infeasible. The methods and systems also provide image training sets based on image target sets which augments data in a more efficient way and improves the content of the training set and the prediction of the machine learning techniques. |
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