Oct 13, 2023 · Artificial Intelligence

Top 10 Python Libraries for Data Augmentation in Machine Learning

This article introduces ten popular Python libraries—Augmentor, imgaug, albumentations, nlpaug, textaugment, pytorch‑geometric, audiomentations, nlpaugment, keras‑augment, and OpenCV—that provide powerful image, text, audio, and graph data augmentation techniques to improve model generalization and robustness.

Image ProcessingPythonaudio augmentation

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Top 10 Python Libraries for Data Augmentation in Machine Learning

DataFunTalk

Mar 17, 2020 · Artificial Intelligence

A Survey of Text Data Augmentation Techniques in Natural Language Processing

This article systematically reviews recent developments in text data augmentation for natural language processing, covering common scenarios such as low‑resource and imbalanced classification, and detailing five major techniques—including back‑translation, EDA, TF‑IDF‑based replacement, contextual augmentation, and language‑model‑based methods—with experimental results and future directions.

NLPdata augmentationmachine learning

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A Survey of Text Data Augmentation Techniques in Natural Language Processing