Data Augmentation with Python (eBook, ePUB)
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eBook, ePUB

Data Augmentation with Python (eBook, ePUB)

Enhance deep learning accuracy with data augmentation methods for image, text, audio, and tabular data

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Data is paramount in AI projects, especially for deep learning and generative AI, as forecasting accuracy relies on input datasets being robust. Acquiring additional data through traditional methods can be challenging, expensive, and impractical, and data augmentation offers an economical option to extend the dataset. The book teaches you over 20 geometric, photometric, and random erasing augmentation methods using seven real-world datasets for image classification and segmentation. You'll also review eight image augmentation open source libraries, write object-oriented programming (OOP) wrapp...

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