Dr. Andrea Santamaria Garcia (@ansantam) header
Dr. Andrea Santamaria Garcia (@ansantam) profile picture

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

Karlsruhe, Germany
Joined March 2013
Photo by Dr. Andrea Santamaria Garcia (@ansantam)Photo by Dr. Andrea Santamaria Garcia (@ansantam)Photo by Dr. Andrea Santamaria Garcia (@ansantam)Photo by Dr. Andrea Santamaria Garcia (@ansantam)Photo by Dr. Andrea Santamaria Garcia (@ansantam)Photo by Dr. Andrea Santamaria Garcia (@ansantam)Photo by Dr. Andrea Santamaria Garcia (@ansantam)Photo by Dr. Andrea Santamaria Garcia (@ansantam)Photo by Dr. Andrea Santamaria Garcia (@ansantam)Photo by Dr. Andrea Santamaria Garcia (@ansantam)
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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We recently submitted a review paper on applying Bayesian optimization methods in particle accelerators!
arxiv.org/pdf/2312.05667.pdf
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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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If you are interested in knowing more about machine learning applied to accelerators you can have a look at our new publication: fls2023.vrws.de/papers/th3d3…   This is just a teaser, review papers are coming 📖
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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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The caveat was to maintain accuracy while minimizing the energy needed to develop and train the model (sent to the GPUs of the HoreKa supercomputer facility) and also minimizing the energy for inference.
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Our new paper on Bayesian optimization to improve the injection efficiency of a particle accelerator is out! Check it out journals.aps.org/prab/pdf/10… @crkesu
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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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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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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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If you are in the Karlsruhe region, interested on how AI is broadly used in science, and looking to meet people in the topic come join us at ai-hub-karlsruhe.github.io/! @KITKarlsruhe
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Thank you @ErUMDataHub for inviting me to give the keynote on reinforcement learning! Such an interesting event for physicist from all fields to discuss about machine learning 😁🤖
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Here are some more impressions from the MT-ARD-ST3 meeting 2022 in Berlin! We came back with more research ideas and new potential research collaborators 😁🤓
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Today I gave my first workshop🤩 It was on machine learning applied to accelerators and it was so much fun to discuss with everyone! Thank you so much to participants, speakers, and hosts 😁@thorstenkamps @HumboldtUni @HZBde #mtardst3
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Exposition about particle accelerators is open at the Triangel Open Space in Kronenplazt. Come say hi 😁!! @KITKarlsruhe
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Next Wednesday 27/07 my colleagues and I will be at the Triangel Open Space in Kronenplazt (KA) from 15:30 to 19:00 presenting our work, so pass by and say hello! 👋😁 kceta.kit.edu/downloads/2022…
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She was a STAR ✨✨
A great woman in science said 📢 Chien-Shiung Wu (吳健雄) was a prominent Chinese nuclear physicist and a pioneer experimentalist. She is best known for designing and conducting the Wu experiment.
Hi peeps, please go follow @dpt_2022! We have very motivated students in the social media team that will be creating cool content linked to female physicists and the conference 🤓
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I'll be here handling the Twitter account, logging in this platform a bit more often 😅
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#academicjobs alert! There is a new doctoral student position at DESY to work on state-of-the-art diagnostic methods for short electrons bunches. Physicists or engineers welcome! take a look v22.desy.de/e67416/records14…