Nick Erickson
@nickerickson.bsky.social
๐ค 57
๐ฅ 27
๐ 5
Author of AutoGluon: auto.gluon.ai Senior Applied Scientist @ AWS AI
#opensource
#automl
reposted by
Nick Erickson
Lennart Purucker
5 months ago
๐จWhat is SOTA on tabular data, really? We are excited to announce ๐ง๐ฎ๐ฏ๐๐ฟ๐ฒ๐ป๐ฎ, a living benchmark for machine learning on IID tabular data with: ๐ an online leaderboard (submit!) ๐ carefully curated datasets ๐ strong tree-based, deep learning, and foundation models ๐งต
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๐จ Reminder: Paper submissions for the 1st Workshop on Foundation Models for Structured Data (#FMSD) at
#ICML2025
are due May 19! Working on tab/ts foundation models (TabPFN/Chronos/etc.)? This is the workshop for you! ๐ Deadline: May 19 ๐ CFP:
icml-structured-fm-workshop.github.io/call-for-pap...
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Call for Papers | Foundation Models for Structured Data
https://icml-structured-fm-workshop.github.io/call-for-papers/
6 months ago
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๐ AutoGluon 1.3 is out! โ Stability & usability improvements ๐ฅ AutoML Benchmark 2025: AutoGluon is SOTA in tabular ML ๐ง Huge boost to Multimodal with "Bag of Tricks" ๐ฆ Major refactors, bug fixes, and 140+ commits from 20 contributors! ๐
github.com/autogluon/au...
#OpenSource
#AutoML
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Release v1.3.0 ยท autogluon/autogluon
Version 1.3.0 We are happy to announce the AutoGluon 1.3.0 release! AutoGluon 1.3 focuses on stability & usability improvements, bug fixes, and dependency upgrades. This release contains 144 commit...
https://github.com/autogluon/autogluon/releases/tag/v1.3.0
7 months ago
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We are excited to announce
#FMSD
: "1st Workshop on Foundation Models for Structured Data" has been accepted to
#ICML
2025! Call for Papers:
icml-structured-fm-workshop.github.io
8 months ago
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reposted by
Nick Erickson
AutoML Conference
8 months ago
The
#AutoMLConf
deadline was extended! Weโre looking for groundbreaking contributions in
#AutoML
, NAS, LLMs, agent-based systems, hyperparameter optimization, benchmarking, algorithm selection, and more. Donโt miss your chance to showcase your work in
#NYC
! ๐ Deadline: March 31 ๐ย CfP:
2025.automl.cc
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AutoML
https://2025.automl.cc/
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reposted by
Nick Erickson
Samuel Mรผller
10 months ago
This might be the first time after 10 years that boosted trees are not the best default choice when working with data in tables. Instead a pre-trained neural network is, the new TabPFN, as we just published in Nature ๐
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reposted by
Nick Erickson
Lennart Purucker
12 months ago
AutoGluon 1.2 is now public! Some highlights for tabular data: 1. 70% win-rate vs version 1.1. 2. TabPFNMix foundation model, parallel fit 3. AutoGluon-Assistant: Zero-code ML with LLMs. Also, very cool improvements for TimeSeries related to Chronos!
#AutoML
#TabularData
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Release v1.2.0 ยท autogluon/autogluon
Version 1.2.0 We're happy to announce the AutoGluon 1.2.0 release. AutoGluon 1.2 contains massive improvements to both Tabular and TimeSeries modules, each achieving a 70% win-rate vs AutoGluon 1.1...
https://github.com/autogluon/autogluon/releases/tag/v1.2.0
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Hello world! Feel free to follow me for updates on AutoGluon and AutoML!
11 months ago
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