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My thesis @AutonLab changes that 🧵 I built tools to democratize time series intelligence - making powerful predictions accessible to everyone, not just ML experts. 🎥 Talk: youtube.com/watch?v=jvpJ2MbU… 📄Thesis: ri.cmu.edu/publications/towa…
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時系列基盤モデル:MOMENT(AutonLab)を試し中。。。Task:embeddingで、類似したチャートとか調べ上げるのは面白い。ただ予測は・・・💦 もう少しいじってみよう。 そういえば、前Prophet使ってみたっけ。。。ゴミみたいな記憶しかない。(※多分アンチ糞metaバイアスが影響😇)
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Grateful to Dr. @MononitoGoswami, Prof. Artur Dubrawski, and the amazing @AutonLab team for their incredible support along the way. Excited for what's ahead! 🚀 [2/2]
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Congratulations !! amazing work 🙌
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Huge congratulations to my amazing collaborators Yifu Cai, @Arjun_7m, and Dr. Artur Dubrawski at @AutonLab @CMU_Robotics, @SCSatCMU
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Get ready to explore robotics with RoboLaunch! 🚀 Our next speaker is Professor Artur Dubrawski from @AutonLab! 📷 Tune in this Wednesday, 7/17/24, at 11:00 AM EDT, and join this conversation on our YouTube: youtube.com/live/LmUQ_ot569E…
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Huge thanks to my amazing collaborators @AutonLab @CMU_Robotics, @Penn, and @AmazonScience! This wouldn't be possible without you all, especially @KonradSzafer!
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10 Jun 2024
AutonLab/Momentをtransformersで完結できるように書き換えないと使いづらい。
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5 Jun 2024
4つの時系列基盤モデル ・Google Timesfm: 単変量予測 ・AutonLab Moment: 多変量予測 ・IBM Granite: 多変量予測 ・Amazon Chronos-T5: 単変量予測 みたい。Timesfmに関してはアーキテクチャ的にはできるみたいだけど事前学習してないよう。株価予測とかに使うなら多変量の方が良いな。
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4 Jun 2024
試した4つの(商用可能な)時系列基盤モデル ・Google Timesfm ・AutonLab Moment ・IBM Granite ・Amazon Chronos-T5 どれもTransformerアーキテクチャだったけれど、時系列なら状態空間モデルのMambaの方が相性良さそう。LLMと違ってRAGとかしないわけだし。
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Congrats @MononitoGoswami! Glad to see great work being recognized.
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Huge thanks to my collaborators: @KonradSzafer @Arjun_7m Yifu Cai @realshuo_li & Artur Dubrawski @AutonLab @CMU_Robotics @SCSatCMU
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💻Attention CMU students! 💻 You have one last day to register for the Auton Lab’s 2023 HackAuton! Please RSVP & join us for a fun weekend of contributing to groundbreaking research while helping shape the future of AI and ML! autonlab.org/hackAuton/ #hackAuton #AutonLab
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2/ Preprint: arxiv.org/pdf/2210.01078.pdf Huge congrats to amazing co-authors Andrey Kan, Laurent Callot, Lenon Minorics from @AmazonScience and @ChalluCristian from @SCSatCMU @AutonLab Longer thread on details, insights and links to code to follow.

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12 Sep 2022
Huge thanks to @DariaVanTyne, @VSCooper, @SundermannAJ, @vatsalars, @MustaphaMun, @AutonLab, @LabMigel, @VanTyneLab, @IDPittStop, @PittDeptofMed, @IDM_PittPubHlth, and many others for making this ambitious research project possible! (16/17)
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5 Aug 2022
Check out "auton-survival": an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events by @nagpalchirag @LTIatCMU and @WPotosnak @CMU_Robotics @AutonLab blog.ml.cmu.edu/2022/08/05/a… code: autonlab.org/auton-survival/
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The @AutonLab has teamed up with @HealthAllegheny, to track COVID-19 viral levels in wastwater. The effort aims to help predict virus surges. cmu.is/wastewater Via @SCSatCMU
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The @autonlab is excited to announce the: "AAAI Fall Symposium on AI for Predictive Maintenance (AI-PMx)". The symposium will be held in Arlington, Virginia on November 15-17, 2022. autonlab.github.io/pmx_aaai_…

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