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Role Of Generative AI in Data Augmentation

  Introduction: With machine learning and AI being the standard today, data is the foundation of any successful model. However, big, quality datasets are not easily available because of privacy issues, lack of data, and the exorbitantly high cost involved. This is where Generative AI steps in and changes the paradigm of enriching and augmenting datasets with data augmentation. Generative AI-based data augmenting techniques help in improving the accuracy of models, reducing bias, and creating more robust AI systems. We will illustrate, in this blog, the use of generative AI in data augmenting, its techniques, its applications, and its benefits. What is Data Augmentation? Data augment...