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🚨 Exciting news🚨 Our #DataPerf paper on #Benchmarks for #DataCentricAI Development has been accepted at NeurIPS #Datasets and #Benchmarks Track. A huge shout out to @MarkMazumder & @ColbyBanbury for their amazing work on getting this work published arxiv.org/abs/2207.10062


I recently used IS to build datasets for a #dataperf vision challenge sponsored by @CoactiveAI & @DynabenchAI. I am excited to have done well + help w/ a paper accepted into #NeurIPS2023. I used IS to axiomatize human processes for the data selection. 6/x


Why do we benchmark ML but not the data it relies on? To close this gap, we are excited to announce #DataPerf - a collaboration across academia and industry to benchmark data-centric AI. Learn more about the image classification benchmark @codyaustun and I created below:

Announcing DataPerf 2023 challenges submission extension to July 1st! Winners will be invited to present at ICML23 & submit for publication to the Data for ML Research journal. Join the challenges today! mlcommons.org/en/news/datape… #DataPerf #MLCommons #startups #academia



Announcing DataPerf 2023 challenges submission extension to July 1st! Winners will be invited to present at ICML23 & submit for publication to the Data for ML Research journal. Join the challenges today! mlcommons.org/en/news/datape… #DataPerf #MLCommons #startups #academia


We are excited to welcome the #DataPerf community to the Dynabench platform! DataPerf consists of 5 data-centric challenges spanning data selection, cleaning, generation and valuation across speech, text and vision modalities. Head over to dynabench.org/dataperf to explore them!

DynabenchAI's tweet image. We are excited to welcome the #DataPerf community to the Dynabench platform! DataPerf consists of 5 data-centric challenges spanning data selection, cleaning, generation and valuation across speech, text and vision modalities. Head over to dynabench.org/dataperf to explore them!

#DataPerf, a benchmark suite for measuring and improving the quality of data and Data-centric AI algorithms, is now live on @DynabenchAI. See mlcommons.org/en/news/datape… for more details or check it out at dynabench.org/dataperf!

The future of #ML is data-centric! That’s why we built #DataPerf, the leaderboard for data. It is the 1st platform and community for data-centric competitions. Together we will break through data limitations and unlock better ML for the world mlcommons.org/en/news/datape…



6) DataPerf: AI Data Contest Platform 🚀 Announcing #DataPerf: a platform & community for data-centric AI contests & leaderboards! 🌐 DataPerf aims to address data bottlenecks in #MachineLearning by encouraging innovative solutions. bit.ly/3K0g4Om Via @diego_marvid


Pumped to see @MLCommons #DataPerf open up for submissions! This suite of leaderboards is a huge step towards benchmarking #DataCentricAI. Check out dataperf.org and consider submitting or joining the working group!

The future of #ML is data-centric! That’s why we built #DataPerf, the leaderboard for data. It is the 1st platform and community for data-centric competitions. Together we will break through data limitations and unlock better ML for the world mlcommons.org/en/news/datape…



The future of #ML is data-centric! That’s why we built #DataPerf, the leaderboard for data. It is the 1st platform and community for data-centric competitions. Together we will break through data limitations and unlock better ML for the world mlcommons.org/en/news/datape…


It's my great honor to be a co-organizer of the #DataPerf workshop and a member of such a warm and collaborative community @MLCommons.

tzushengkuo's tweet image. It's my great honor to be a co-organizer of the #DataPerf workshop and a member of such a warm and collaborative community @MLCommons.

At #DataPerf workshop at #icml, we introduced the first release of Robustar, a prototype that helps domain experts directly edit the image data to improve the data quality to train a model. youtube.com/watch?v=Ezo_dt… thanks to organizers @tzushengkuo @laroyo @codyaustun and the team

HaohanWang's tweet card. Robustar: Interactive Toolbox for Robust Vision Classification

youtube.com

YouTube

Robustar: Interactive Toolbox for Robust Vision Classification


Couldn't ask for a better way to wrap up the #DataPerf workshop with a panel on the future of data-centric AI! Thanks to @rajiinio @besanushi @matei_zaharia @baharanm @sharonyixuanli @james_y_zou @ehsanvalavi #petermattson #yilingchen for coming!

tzushengkuo's tweet image. Couldn't ask for a better way to wrap up the #DataPerf workshop with a panel on the future of data-centric AI!

Thanks to @rajiinio @besanushi @matei_zaharia @baharanm @sharonyixuanli @james_y_zou @ehsanvalavi #petermattson #yilingchen for coming!

#DataPerf arxiv.org/pdf/2207.10062… Benchmarks for Data-Centric AI Development

XiangruTang's tweet image. #DataPerf arxiv.org/pdf/2207.10062… Benchmarks for Data-Centric AI Development
XiangruTang's tweet image. #DataPerf arxiv.org/pdf/2207.10062… Benchmarks for Data-Centric AI Development

It's really amazing to kick-off the #DataPerf workshop at #ICML2022 with such an energetic group of folks! To quote @AndrewYNg, let's keep the community and energy going and support each other as we define the future of Data-Centric AI. #DataPerf paper: arxiv.org/abs/2207.10062

it is so exciting to see how large the in-person participation is at the #DataPerf #workshop @icmlconf @MLCommons check out the speaker line up at tinyurl.com/dataperf-icml2… @profvjreddi @tzushengkuo @AndrewYNg

laroyo's tweet image. it is so exciting to see how large the in-person participation is at the #DataPerf #workshop @icmlconf @MLCommons 
check out the speaker line up at tinyurl.com/dataperf-icml2…
@profvjreddi @tzushengkuo @AndrewYNg


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