EPISODE · Dec 2, 2024 · 10 MIN
Augmentation techniques for imbalanced text classification [Walmart]
from Snacks Weekly on Data Science · host Pan Wu
In this episode, we will introduce the issue of data imbalance and its impact on machine learning models, especially for text data. We will discuss a range of augmentation techniques and walked through how Walmart’s data science team built an automated augmentation module to apply these techniques consistently and effectively. For more details, you can refer to their published tech blog, linked here for your reference: https://medium.com/walmartglobaltech/augmentation-techniques-for-imbalanced-text-classification-f0d29c0f8ce1
What this episode covers
In this episode, we will introduce the issue of data imbalance and its impact on machine learning models, especially for text data. We will discuss a range of augmentation techniques and walked through how Walmart’s data science team built an automated augmentation module to apply these techniques consistently and effectively. For more details, you can refer to their published tech blog, linked here for your reference: https://medium.com/walmartglobaltech/augmentation-techniques-for-imbalanced-text-classification-f0d29c0f8ce1
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Augmentation techniques for imbalanced text classification [Walmart]
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