Why do you call TabPFN a revolution for data science? episode artwork

EPISODE · Mar 1, 2023 · 49 MIN

Why do you call TabPFN a revolution for data science?

from Industrial AI Podcast · host Robert Weber / Peter Seeberg

Prof. Dr. Frank Hutter and his team presented a "radically new approach" to tabular classification. It is a new tabular data classification method that takes < 1 second & yields SOTA performance (competitive with the best AutoML pipelines in an hour). So far, it is limited in scale, though: it can only tackle problems up to 1000 training examples, 100 features and 10 classes. It works best when all features are numerical and there are no missing values (but we believe when we focus on those cases we’ll also improve performance for them). The podcast is growing and we want to keep growing. That's why our German-language podcast is now available in English. We are happy about new listeners. We thank our new partner [Siemens ](https://new.siemens.com/global/en/products/automation/topic-areas/artificial-intelligence-in-industry.html) News: Facebooks Language Model: https://github.com/facebookresearch/llama Arduino and ML: https://hackaday.com/2023/02/24/tiny-machine-learning-on-as-little-as-2-kb-of-ram/ Our guest: Prof. Dr. Frank [Hutter ](https://www.linkedin.com/in/frank-hutter-9190b24b/) The TabPFN Paper: https://arxiv.org/abs/2207.01848 The Summary: https://www.automl.org/tabpfn-a-transformer-that-solves-small-tabular-classification-problems-in-a-second/

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Why do you call TabPFN a revolution for data science?

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