💻 GitHub: github.com/geometric-ke...
📄 JMLR Paper: www.jmlr.org/papers/v26/2...
#MachineLearning #GeometricDeepLearning #GaussianProcesses #Kernels #Graphs #Manifolds #JMLR #OpenSource
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#GaussianProcesses
Posts tagged #GaussianProcesses on Bluesky
This one is a very practical one, with the great Maurizio Filippone -- all about the intersection of #DeepLearning , #GaussianProcesses and why combining them is so powerful. Enjoy!
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Exact Gaussian Processes with Compact Nonstationary Kernels
A compact nonstationary kernel lets exact Gaussian processes handle over 1 million data points, improving climate temperature forecasts versus scalable approximations. Read more: getnews.me/exact-gaussian-processes... #gaussianprocesses #nonstationary
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Reviews GP scaling methods: low-rank, tapering, divide-conquer, Vecchia. All reduce cubic to linear cost, but MCMC still needs thousands of iterations. #gaussianprocesses
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SGMCMC + Vecchia approximation enables scalable Bayesian GP inference for large spatial datasets, achieving linear time complexity and competitive performance. #gaussianprocesses
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Our @pydata.bsky.social tutorial with @fonnesbeck.bsky.social on Mastering #GaussianProcesses with @pymc-devs.bsky.social is now online 🥳
If you missed it live, come check it out!
Enjoy & PyMCheers 🖖
Video: www.youtube.com/watch?v=u6I5...
GitHub repo: github.com/AlexAndorra/...
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A side from these projects, I collaborate on a number of projects involving tracking, sensor and data fusion in a variety of domains.
I am interested in #machinelearning #ML, #gaussianprocesses and #bayesianoptimisation (some papers might come around in the new year).
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Gaussian Processes Regression (GPR)
𝗪𝗵𝗮𝘁 𝗶𝘀 𝗚𝗮𝘂𝘀𝘀𝗶𝗮𝗻 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗲𝘀 𝗥𝗲𝗴𝗿𝗲𝘀𝘀𝗶𝗼𝗻?
Gaussian Processes Regression (GPR) is a powerful machine learning technique used for predicting continuous values, especially when data is limited
Learn more : www.aionlinecourse.com/ai-basics/ga...
#MachineLearning #AI #GaussianProcesses #DataScience
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What is Gaussian processes
What are Gaussian Processes?
Gaussian Processes (GP) are powerful statistical models used in machine learning to predict and analyze complex data.
Learn more : www.aionlinecourse.com/ai-basics/ga...
#MachineLearning #GaussianProcesses #DataScience #AI #Regression #Classification
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It was great having @carlhenrikek here in Genova! #gaussianprocesses #MachineLearning @malga_center #malgaseminars #thankful
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At a workshop at Albert Einstein Institute and finally finished giving my tutorial and talk on #GaussianProcesses and using them for modeling #gravitationalwaves. I had to then treat myself to a local German beer 😍
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