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/

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/

NOW PLAYING

Why do you call TabPFN a revolution for data science?

0:00 49:55

No transcript for this episode yet

We transcribe on demand. Request one and we'll notify you when it's ready — usually under 10 minutes.

That Hoarder: Overcome Compulsive Hoarding That Hoarder Hoarding disorder is stigmatised and people who hoard feel vast amounts of shame. This podcast began life as an audio diary, an anonymous outlet for somebody with this weird condition. That Hoarder speaks about her experiences living with compulsive hoarding, she interviews therapists, academics, researchers, children of hoarders, professional organisers and influencers, and she shares insight and tips for others with the problem. Listened to by people who hoard as well as those who love them and those who work with them, Overcome Compulsive Hoarding with That Hoarder aims to shatter the stigma, share the truth and speak openly and honestly to improve lives. The Small Business Startup School – Business Notes | Financial Literacy | Retail Psychology – For Professionals & Entrepreneurs The Small Business Startup School Inc. Starting or buying a small business? While personal circumstances may vary, business patterns remain timeless. On The Small Business Startup School, we explore strategies, insights, and practical solutions to help entrepreneurs confidently navigate their journey.Hosted by Ola Williams—a retail entrepreneur, fintech founder, and financial coach with over two decades of experience—this podcast marries financial awareness and retail psychology with optimism to deliver actionable takeaways.Join us to learn, grow, and connect as we uncover the keys to business success.Let’s continue to learn together and be encouraged to keep on connecting! DIOSA. Carolina Sanper This podcast is a sacred space created by Carolina Sanper where you connect with your inner wisdom and embody your magnetic feminine power.It is the realization that the mystical realm is where you plant the seeds of your desired reality.It is a portal to your true essence: awareness, presence, and receiving with ease. Welcome home, DIOSA. 🖤 XXX Tech by SOVRYN Dr. Brian Sovryn The crossroads between technology, sensuality, and metaphysics - and the longest running anarchist podcast in the world! Brought to you by Dr. Brian Sovryn.

Frequently Asked Questions

How long is this episode of Industrial AI Podcast?

This episode is 49 minutes long.

When was this Industrial AI Podcast episode published?

This episode was published on March 1, 2023.

What is this episode about?

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...

Can I download this Industrial AI Podcast episode?

Yes, you can download this episode by clicking the download button on the episode player, or subscribe to the podcast in your preferred podcast app for automatic downloads.
URL copied to clipboard!