Dr. Andrea Santamaria Garcia

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Dr. Andrea Santamaria Garcia

Dr. Andrea Santamaria Garcia

@ansantam

Accelerator physicist from 🇪🇸 doing machine learning @KITKarlsruhe, previously @CERN @EPFL

Karlsruhe, Germany Katılım Mart 2013
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Dr. Andrea Santamaria Garcia retweetledi
Instituto de Salud Carlos III (ISCIII)
@PilaRicoCastro @FECYT_Ciencia @craftoa_project @DelipaltaAlex @RDA_Europe @elli_lib @OSTrails @rich_ncps @EU_Commission @CienciaGob @druiziruela @pit_peschke @ansantam @KITKarlsruhe @AI4EOSC @AnnikaThies @eRImote_EU @habermann_k @canSERV_EU Jose Luis Martínez, coordinador de @ESFRI_eu, interviene antes del cierre institucional de la jornada #ISCIII sobre Infraestructuras Europeas de Investigación. Streaming ➡️ youtube.com/live/CDeW4XWMy…
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This Q1 our team is really on the road teaching and giving machine learning tutorials all over! 👩🏻‍🏫 It was a pleasure to come back to the Deep Learning School organized by @ErUMDataHub and give an introduction course about neural networks
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On February 5-7 2024 we hosted the 2nd Reinforcement Learning for Autonomous Accelerators in Salzburg 🎉 ! It was splendid to see how this community is growing, and I am delighted that we could provide some interesting content, including the tutorial on meta RL.
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I think the paper is a great primer to started and has very interesting details on the advantages and challenges of applying it to accelerators. Have a look!
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While this method is mostly known in machine learning to tune the parameters of other algorithms, it is extremely useful to directly tune the parameters of accelerators
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Join us next year to learn about neural networks! I'll be teaching the introductory lecture :)
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It was really interesting to be exposed to the actual energy that training large models require, and we came back with a long list of strategies to reduce it 🤓 Big thanks to the organizers, we had a lot of fun (and learned a lot too)! @helmholtz_ai @HIDAdigital
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The AI4Accelerators team of KIT participated in the AI Hero Hackathon 2023!! We joined the research field Energy, and the goal was to tune a Mask R-CNN model to identify thermal leaks from images of buildings in Karlsruhe
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We hosted it at @KITKarlsruhe at the Institute of Beam Physics and Technology, where a very nice community of reinforcement learning enthusiasts from all around the world met to showcase their work and discuss the present and future of the field
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I am so grateful for all the people that came together at the 1st collaboration workshop on Reinforcement Learning for Autonomous Accelerators!
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Some pics from the AI Hub Karlsruhe event! I loved discovering the huge potential of ML in other fields (such as healthcare, brilliant keynote by @AnalogAldo, food for thought!). It was also fun to discover that everyone loves Bayesian optimization, regardless of the field 🤓
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