Python tutorials

Minun and Explainable Entity Matching

Given two collections of entities, such as product listings, the entity matching (EM) problem aims to identify all pairs that refer to the same object in the real world, such as products, publications, businesses, etc. Recently, deep learning (DL) techniques have been widely applied to the EM problem and have achieved promising results. Unfortunately, the performance gain brought by DL techniques comes at the cost of reducing transparency and interpretability. The reason is that DL-based approaches are more like black-box […]

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Using Conda? You might not need Docker

Docker packaging is useful, but doing it well is not easy. Even limiting the scope of discussion to production use of Python applications, the number of details to cover is extensive enough that I’ve written over 50 articles on the topic, and created a number of products to speed up the packaging process. In a better universe, none of this would be necessary. So while Docker is often useful enough to merit this effort, in some situations you might be […]

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