[Series 4 | System Identification & Estimation | #5] #SystemID #UnstableSystems #KernelMethods #Estimation ⚠️📡 Can an unstable system be identified while operating in closed loop? Yes. This work develops a kernel regularization–based joint input–output approach for the closed-loop identification of unstable plants. Title: Joint input-output identification of unstable systems with kernel regularization Authors: Yusuke Fujimoto, Toshiharu Sugie Full Text：rdcu.be/dHyCa

#MachineLearning #AIHistory #KernelMethods #Braverman #SovietAI #DataScience #ML #Bioinformatics #DeepLearning #SpectralClustering #LinkedInLearning

#ExplainableAI #DataCentricExplainableAI #KernelMethods #iclr

📘 Embarking on a challenging machine learning journey has brought me to kernel methods, a topic that tests even seasoned computer scientists. #KernelMethods #MachineLearning #AI #DataScience #Math #Optimization #Python ⬇️

Work #1 explores #kernel methods for bivariate causal discovery using Conditional Mean Embedding (CME). A parsimony-based method helps infer causal direction by comparing complexity measures of CME sets. 📊 #KernelMethods #CausalDiscovery Great collab with @sejDino

Interested in explaining kernel methods (or GP) with Shapley values? Or in using SVs as attribution priors in ERM? I’ve got you covered! Check out my poster on RKHS-SHAP at Hall J #433 tmrw from 4-6pm CST! nips.cc/virtual/2022/p… #NeurIPS2022 #ExplainableAI #KernelMethods

@WomenInStat @KordingLab you and other #kernelmethods enthusiasts would love my library which would make the development of advanced or domain-specific kernels very easy and intuitive: GitHub.com/raamana/kernel… 😄

Yesterday was a day very much circling around notions of quantum-assisted machine learning. After #QTML2021, Sofiene Jerbi from Innsbruck gave a wonderful talk on #quantummachinelearning beyond #kernelmethods in our reading group.

@ItsNeuronal @maithra_raghu @JAlGallego @mattperich @SaraASolla @AlanDegenhart @YuLikeNeuro @niru_m @SuryaGanguli @SussilloDavid Very Interesting work 😀.. you might be interested in closely related #kernelmethods and exploiting a rich literature in that direction .. I’m a big fan of custom task-specific metrics and kernels : GitHub.com/raamana/kernel…

Curso sobre los fundamentos matemáticos de los métodos de kernel, así como los principales enfoques que han surgido hasta ahora en el diseño de kernels. ➡️ Playlist: youtube.com/playlist?list=… ➡️ Página web: members.cbio.mines-paristech.fr/~jvert/svn/ker… #machinelearning #kernelmethods

Sklearn custom kernel gives wrong decision function stackoverflow.com/questions/6785… #kernelmethods #svm #scikitlearn #machinelearning #python

insane focus on "impact" exists not just in for-profit elsevier companies but also in journals well-respected in #opensource 🌍: @JMLROrg rejected my #kernelmethods library coz "not popular enough with users/devs". Imagine if we rejected SVM from Vapnik coz no one else uses it?🤦‍♂️

Did some updates to my previous HEY world post on Random Features. Check it out. I also give some nuggets about a bias-free dataset that we curated some time ago. @heyhey #randomfeatures #deeplearning #kernelmethods #bias #facerecognition world.hey.com/decurtoidiaz/r…

Random Features revisited: DL meets Kernel methods. #randomfeatures #deeplearning #kernelmethods world.hey.com/decurtoidiaz/r…

Christopher Ré, @StanfordAILab on 'Theory and systems for weak supervision" - join him and Live Q&A next Tuesday #DeepLearning #kernelmethods @naverlabseurope Open seminar series 📆 Nov 17th 4pm CET Registration: bit.ly/3ksOZV5

@jejjohnson @ExpectationMax @SingularMattrix @amuellerml @scikit_learn Thanks Emmanuel for looping me in. Max, I'd love to incorporate your ideas and improvements into the #kernelmethods library, so it offers great ease of use customization and domain-agnosticness, as well as scalability for large-scale problems. Let me know your interest & plans

I’m very looking fwd to watch this.. I dedicated my #kernelmethods library to George Harrison and Ravi Shankar for their The Concert for Bangladesh to raise funds for millions of refugees of genocide in East Pakistan (which India helped liberate to become Bangladesh) 🙏🏻🙏🏻

Here is my preprint on the #kernelmethods library describing its domain-agnostic design and presenting some validation: arxiv.org/abs/2005.13483 Star and fork and contribute to it 💙🙏: GitHub.com/raamana/kernel… #OpenScience #opensource #MachineLearning #DataScience

Carlos and I came up with a new class of Emoji kernels. Coming soon to #kernelmethods! Also, perhaps Kardashian double Gaussian kernels too 😀

Drop by my poster at D22 to learn more about the #kernelmethods, how you can leverage their power, and how easy it is now to compose and customize advanced techniques with beautiful #python code. #NI2019 Check it out github.com/raamana Scheduled demo tomorrow evening!